{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "88f53f3d-98d5-4b17-aa3e-b1e1bf75d073",
   "metadata": {},
   "source": [
    "# Advanced Annotation Vectors\n",
    "\n",
    "This tutorial is a continuation of [Annotation Vectors](https://stumpy.readthedocs.io/en/latest/Tutorial_Annotation_Vectors.html) and it summarizes the findings of the [Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf) paper and replicates the presented case studies.\n",
    "\n",
    "In [Annotation Vectors](https://stumpy.readthedocs.io/en/latest/Tutorial_Annotation_Vectors.html), we were introduced to the concept of **Guided Motif Search** and **Annotation Vectors**. In this tutorial, we will explore the use of annotation vectors in tackling **Stop-Word Motif Bias** and **Simplicity Bias.**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e99c040-1f94-417f-923e-f8d325fb6d41",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Quick Recap\n",
    "\n",
    "### What is Guided Motif Search?\n",
    "\n",
    "Guided motif search is the process of suppressing certain portions of a time series from a motif search, either through complete exclusion, or through the penalization of z-normalized Euclidean distance near regions that are undesirable. The process typically involves the generation of an annotation vector.\n",
    "\n",
    "## What are Annotation Vectors?\n",
    "\n",
    "An annotation vector contains real-valued numbers between 0 and 1 and can be used to distinguish between the important/unimportant subsequences within your time series (with 0 indicating undesirable and 1 indicating desirable). Annotation vectors for a time series can be combined with the matrix profile to formulate the **Corrected Matrix Profile**, which we can use to identify our desirable motifs. The corrected matrix profile can be acquired using the following formula:\n",
    "\n",
    "$$\n",
    "\\begin{align*}\n",
    "CMP[i] &= MP[i] + (1 - AV[i]) \\times max(MP)\n",
    "\\end{align*}\n",
    "$$\n",
    "\n",
    "$CMP$ is the corrected matrix profile, $MP$ is the original matrix profile, $AV$ is the annotation vector and $max(MP)$ is the maximum value of the original matrix profile. Essentially, this formula transforms the original matrix profile by shifting the undesirable distances towards the maximum allowable matrix profile value, $max(MP)$ and thereby eliminating those corresponding subsequences as potential motifs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9775a2c6-abce-47ab-acff-4f2ac03551b6",
   "metadata": {},
   "source": [
    "## Getting Started\n",
    "\n",
    "Let’s import the packages that we’ll need to load, analyze, and plot the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "3ee05d1c-eb8c-4983-8230-831c359c4172",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "from scipy.io import loadmat\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from stumpy import stump\n",
    "from stumpy import mass\n",
    "\n",
    "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22d2d460-5492-4398-b6d6-8ff4865d66a4",
   "metadata": {},
   "source": [
    "## Stop-Word Motif Bias\n",
    "\n",
    "As mentioned in the first tutorial, when analyzing the Amazon customer reviews dataset, we would probably want to remove all stop-words before our analysis. We would often like to do something similar in time series motif search. In many time series datasets, there may be visible \"stop-word\" subsequences, that are expected but contribute to nothing insightful. For the Amazon customer reviews dataset, words like \"Amazon\", \"order\", \"shipping\", \"the\", \"and\" would be such examples."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b1d0cf4-c0be-4244-8b38-1da84c0d839c",
   "metadata": {},
   "source": [
    "Consider the [ECG data snippet](https://drive.google.com/file/d/0B1ZwONZKxJgTTVJON3Q0aXpZSGc/view?usp=sharing&resourcekey=0-q5yEeGF3D5O7F6Ap8MfqqQ) from the [LTAF-71 dataset](https://physionet.org/content/ltafdb/1.0.0/). **ECG**, or **Electrocardiography** is the measurement of electrical activity of the heart. We start by downloading and visualizing the time series data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "edc1fb77-5a40-4855-8101-e8000898a125",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Electric Potential</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>79.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>81.0</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "   Electric Potential\n",
       "0                79.0\n",
       "1                84.0\n",
       "2                81.0\n",
       "3                83.0\n",
       "4                81.0"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://zenodo.org/record/5067773/files/electrocardiography.csv?download=1')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "31042296-1f8a-4e7a-8413-ca289776dc3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = 150\n",
    "stopword = df['Electric Potential'][:m]\n",
    "\n",
    "plt.plot(df['Electric Potential'], color='darkgoldenrod', label='Electric Potential')\n",
    "plt.plot(np.array(range(0, m)), stopword, color='deeppink', alpha=0.3, linewidth=5)\n",
    "plt.xlabel('Time')\n",
    "plt.title('Electric Potential')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b648cedb-31fa-4e2e-9163-ccbd8a644b66",
   "metadata": {},
   "source": [
    "The first parts of the time series include several nearly identical square wave signals. These are calibration signals that are sent by the ECG apparatus to indicate that it is switched on. These square waves are not coming from the test subject's heart activity, and, needless to say, these are our \"stop-words\".\n",
    "\n",
    "We can compute the matrix profile and locate the nearest neighbors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d926cfff-2287-460b-a556-134253d8f2ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_motif_data(data, matrix_profile, m):\n",
    "    motif_index = np.argmin(matrix_profile[:, 0])\n",
    "    motif_x = np.arange(motif_index, motif_index + m)\n",
    "    motif_y = data[motif_index:motif_index + m]\n",
    "    motif = (motif_index, motif_x, motif_y)\n",
    "\n",
    "    neighbor_index = matrix_profile[motif_index, 1]\n",
    "    neighbor_x = np.arange(neighbor_index, neighbor_index + m)\n",
    "    neighbor_y = data[neighbor_index:neighbor_index + m]\n",
    "    neighbor = (neighbor_index, neighbor_x, neighbor_y)\n",
    "    \n",
    "    return motif, neighbor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "db2817fc-8cb2-445f-9eac-ec9d1d839d38",
   "metadata": {},
   "outputs": [],
   "source": [
    "matrix_profile = stump(df['Electric Potential'], m)\n",
    "motif, neighbor = get_motif_data(df['Electric Potential'], matrix_profile, m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "179cead9-5538-475d-9380-ce24dbf5fd40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Electric Potential Data Motif Discovery With Matrix Profile', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Electric Potential'], color='darkgoldenrod', label='Electric Potential')\n",
    "axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
    "axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
    "axis[0].legend()\n",
    "axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].set_title('Electric Potential')\n",
    "\n",
    "axis[1].plot(matrix_profile[:, 0], color='darkorange', label='Matrix Profile')\n",
    "axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[1].set_title('Matrix Profile')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f83af96-1b62-42cf-9ea8-0672adeee148",
   "metadata": {},
   "source": [
    "As expected, the motif search only returned subsequences in the calibration region. How do we prevent this? Our objective is to remove anything that looks like the square-wave calibration signal. In order to do that, we must identify something that \"looks\" like that square wave.\n",
    "\n",
    "To solve this issue, we compute the distance profile of the time series with a smaller square-wave subsequence. We can accomplish this using the `mass` function from STUMPY."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1287ba5b-77d1-48b8-b11f-46f98eecf800",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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l6Fgzh5Q/5wEVFrYjJycWISEq62MzZyb4vWBEKUV5uQ65ubHIyIhCWFiQX38WORwOh8PhcDgcDmcsuGAUoNTXd6GnZ/A0EWP69Hi/XqQWFAx3SGNMmSIIRiww2N/o7TWipqbDgWAkZC/5a7DxcIc0ezcXIIR4+ytFRW12QiggCF1VVXoYjWYfjco5jY3d6O01YsqUWCgUBNOmxfm1A43D4XA4HA6Hw+FwxoILRgEKc484WlgXF/tvdybbDmkMJhjZtiT3J0pK2kHp6cd65swEGAxG1NV1+WhkY1NQ0IqQEBUmT46xPqbRBCMlJQKlpf55rI1GM8rLdacd69zcOJjNFNXVHb4ZmAuw85c55nJz4/w+gJ7D4XA4HA6Hw+FwRoMLRgEKcy6MdL1MnRqH7u5BtLX5Z3emwsI2O8cLAMTEhCIuLhRlZf5ZJsWONcvUYeTkCMKAv4oYBQWCU8dWnAOEHCN/dRhVVXXAaLRYM4AYTITxVxcaMDw2JoDm5MSguroDJpPFl8PicDgcDofD4XA4HI/gglGAUljYhri4UCQkhNs9npERCQCoq+v0xbDGpLt7ALW1naeJXIDgxigv9083RlFRGxQKYhUtGJmZUQCA2lr/O9aAIBjZ5hcxpk2L89sMIxYSfbpgJJTS+asLDRDGplYrrefFlCmxMJksfnt+cDgcDofD4XA4HM5YcMEoQCkqancovLDFqj+WSQ2HMJ8+7ilTYv3aYZSTE4PgYJXd40yc80dBoLOzH/X1XQ6PdW5uLHS6Puj1fT4Y2diw/K2RglFCQhg0GrXfniOA4DCaPDnG6ujKyRFKAf25Ix2Hw+FwOBwOh8PhjAYXjAIQSikKC08PBgaAjAz/db0wwciR0DVpUjQaGrr9snxnNHEuNDQICQlhfnmsWRmdI8GIiYr19f4nKhYXa5GSEoGoqBC7xwkhyMqK9kshlFFerrOWowHDJYv+7IricDgcDofD4XA4nNHgglEA0tbWC52uz6GIkZAQhuBgpV+WpLEOabYhzIy0NA0sForm5h4fjGx0jEYzSku1DsU5QBBf/FEwGs2pAwDp6YIzyh8Fo6KiNodjBoRzpKGhW+YRuQalFOXlOruyxdRUDUJCVDz4msPhcDgcDofD4QQkXDAKQIY7pJ0uGBFCkJER5ZdOjMLC0zukMdLSBBGjocG/xl1RoYfJZHF4rAH/FoyCghSYNOl0cc5fBSNKKYqL20cV5wTByL/GzGhs7EZvr9HOYaRQEEyeHMMFIw6Hw+FwOBwOhxOQcMEoABmrtAsQsnX8UTAqKGgbdcxpaRoAwsLbn2AhzGM5jGpqOkEplXNYTikp0WLKlFioVKd/xJOTI6BQEL8TjJqbe9DZOTCGwygSLS0GvyxbZGVnI4PRJ02K9tsuenLR0zOIxx/fi9ZWg6+HwuFwOBwOh8PhcNyAC0YBSFFRGzQatVVkGUlqqgZNTf4lvLAOaY4ydQBhzAD8ruSIZQGNJmJkZkahp2cQHR39cg7LKSUl7Zg2zfGYg4KUSE6O8DvBaKwyOsB/yxaBYcHI1mEEAImJ4Whv7/XFkPyGxx/fi/vu+w5r1rzpl0HrHA6Hw+FwOBwOxzFcMApACgvbMWNGAgghDp9PSYlAY2O3X7lexgphBoCEhHAEBSn8ruSoqKgdGRmR0GiCHT7PAqT9qSzNZLKgvFyH6dPjRn1Nenok6uv9S5xjgtFo5X/+WrYICB3SgoIU1vOBER8fhrY2g199FuXmq6/KAABlZVpcddVHsFgm7rHgcDgcDofD4XACCS4YBSBFRaOXdgGCW2dgwAy93n9cLwUFrQBGL6NTKAhSUvwv1LioqG1UAQMYLqXzJ7dOVZUeRqNlVIcRwAQj/xkzIIhz4eFBozrn/DV7CRAcRpMnx5yWzxUfH4aBATMMBqOPRuZb9Po+HDvWhD//+Sw8++z5+O67Srz00mFfD4vD4XA4HA6Hw+G4ABeMAoyOjn40NfWMmqkDDJd3+VNZWnFxO9RqpcMQZoa/dcGyWCiKikYPYQZsXS/+M+6SEi0AYNq0sRxGGr8TXoqL2zF9evyozjkmJPnTsWaUl+tOK0cDhK6FACZsWdquXTWgFFizZhJuv30Bzj03B/feuxUVFTpfD43D4XA4HA6Hw+E4gQtGAQYLYR7LYZSS4n8B0kVF7Zg6Nc5hCDMjLS3Sr8ZcV9eJ3l7jmIJRSkoECPGvMilW2uXMYdTVNYCurgG5huUUoUPa6Od1fHwY1GqlXx1rQOjuNppgFB8/sQWjHTuqERKiwuLFaSCE4N//3gCVSoHbbvtiQpfpcTgcDofD4XA4gQAXjAIM1iHNNYeR/4QDM/fIWKSmRviVGMByl8YSMYKClEhMDPcr10tJSTsSEsIQGxs66mtYeZe/HO+enkHU1XWN6YoihCA11b9caADQ0mKAwWA8rUMaMCwYtbVNzA5hu3fXYsmSdAQHqwAAGRlReOyxddixoxoff1zk49FxOBwOh8PhcDicseCCUYBRWNiGkBAVsrOjR31NSkoEAP9xGA0MmFBRoR8zhBkQHEbd3YPo7vYP14srbi5AGLc/iRjFxdox3UWA/+UBlZYKZXTOREV/K1sEhDBn4PQOacDEdhj19Azi+PFmLF+eYff4bbedgdmzE/G7332HgQGTj0bH4XA4HA6Hw+FwnMEFowCjqKgd06bFnRaua0t4uBqRkcF+IxiVl+tgsdAxnTqA/2XUFBW1Iz4+zLroH4309Ei/ceoAgsPImTjnb4JRSQkro3MuKvrTsQaE8xtwLBglJIQDmJiC0cGDDTCb6WmCkUqlwD/+cS4qK/V49tmDPhodh8PhcDgcDofDcQYXjAKMwsKxO6QxUlM1flOSxkq7nLtH/KtMylngNcOfXC86XR/a2nqdOoxY2aL/CEZaEOJYdLGFHWt/yr8pL9dBpVIgKyv6tOeiooKhVBK0tU08wWjv3loQAixdmnHac+eck4MLL8zFww/vmrDlehwOh8PhcDgcjr/DBaMAorfXiJqaTqfCCyCUpfmLw2g4hNmZe8R/HEaUUhQWtrksGOl0fejr833rdObUcXaOBAerkJgY7leCUVZWNEJDg8Z8XXp6JHp7jejo6JdpZM4pL9cjOzvaYaA7IQSxsaHQ6fp8MDLfsmdPHWbPTkR0dIjD55988lz09Aziscf2yjwyDofD4XA4HA6H4wpcMAogWFaKK4JRaqrGrwSjzMwohIerx3wdc734w7jb2nqh0/U5LaMDhp1R/jDukhLhHHEmzgGC+FJf7/sxA4LQ5cqY/UlUZIzWIY0RFxcGrXZiCUZmswX799edVo5my/Tp8bj++jl44YVDaG72Dzckh8PhcDgcDofDGYYLRgEEEwOmTnW+sE5JiUBTk3+U7rha2hUerkZUVLBflKSxwGtXHUaAf4gYJSXtCApSYNKkGKevFQQj3x9rSilKS7UuCkb+VbZIKUV5uc5hhzRGXFwotNqJVZJ26lQrursHsXx55pive+CBVRgcNOOxx/bINDIOh8PhcDgcDofjKlwwCiBYudFYi1NGaqoGAwNm6PW+Ld2xWCiKi9tdckUB/tNxjOUuuZIX5U8iRnGxFlOmxDosjxpJerrGLwSjhoZuGAxGp7lLgH+Jc4DgROvqGuAOoxHs3VsHAGM6jAAhs+rGG+fixRcP+4VDj8PhcDgcDoczvujpGcSGDe/iRz/6CCaTxdfDCTi4YBRAlJbqkJER6bS0Cxgu72pq8u0irL6+C729RpecOoD/BEgXFbUhIkJt7SY2Fv4kYgilXa4d6/T0SOh0fejt9W32kqsd0oDh89ofxDlg7A5pjInoMNq7tw4pKRHIzo52+tr7718Fk8mCJ5/cJ/3AOBwOh8PhcDgTiueeO4gvvyzFBx8U4PDhRl8PJ+DgglEA4Y4YkJLiH3lALPDaPYeR78WAkhKhRIoQ4vS1kZHBCA8P8vm4TSYLyst1LgkvAKximK9dRqWlLHfJ+TkSHKxCfHyYX4hzgDuC0URzGNVi+fJMlz4/kyfH4Ec/mo1XXz3qV2HmHA6Hw+FwOJzAxmAYxFNP7ce8eckAgEOHGnw8osCDC0YBAqUUJSVaTJ3qvBwN8J8A6eEsIOelXYDg1mlu7oHZ7Fu7oHCsXRNeCCF+UUpXVaWH0WhxS5wDfO/WKSnRIiwsyOrUckZamn+U0gGCYKRQkDGdNHFxYejvN/ncySUXDQ1dqKnpdFqOZss99yxFT88gXnnliIQj43A4HA6Hw+FMJF5++Qja23vx7LPnQ6VSoKmJN1pxFy4YBQgtLQZ0dQ244TCKAACffyiKi9sRExOChIQwl16fmqqB2UzR2mqQeGSj09dnRE1Nh8tOHcA/Sunc6ZAG+I+oyMQ5V9wogCB0+XrMjPJyHbKyoqBWK0d9TVxcKABMmLI0V/OLbJk/PwVr107CP//5AwYHzVINjcPhcDgcDoczQejrM+KJJ/bh7LMnYcWKTCQlhfPOvB7ABaMAYbhsxzUxIDxcjcjIYJ8vrIuKhMBr18UA3+cBlZfrQKlrJVIMfyilY+V/ro7bH441wEotXRfnUlMjfH5eM4QOaWOPPS5OEEsnSlna3r21CAsLslp/XeWee5ahsbEbH35YINHIOBwOh8PhcDgThX//+yiam3vwwAOrAAiRLb42UwQiXDAKEIaDgV0XMVJTff+hKC5udznwGvCPMil3nTqAIL40NnbDYqFSDcspJSXtSEgIQ2xsqEuv12iCodGofXqs+/tNqK52180VidZWA4xG3zpRKKUoK9NhypSYMV/H/h4TyWG0aFEagoJGd1054txzczBlSixefPGwRCPjjCf+/vfdeOSRXb4eBofD4XA4HD9kcNCMxx/fhxUrMnHWWVkAhDm5Xj8xNnDFhAtGAUJJiRbBwUpkZDjv2sVISfGtE0Ov70NLi8HlTB3AP1wvTJxz5hyxJS1NA6PRgvZ234kCQlC368caEETFxkbfiYqeuLlSUzWgVCjT9CU6XR86OvrHDLwGhkvSdLrxf4Pq6RnE8ePNbpWjMRQKgltumYe9e+v8xkHG8U9++KEef/zj93jgge2oqND5ejgcDofD4XD8jE2bTqK+vgt/+tNKa6WLRqNGd/egj0cWeHDBKEAoLdUiNzcOSqXrfzJBDPDdwouVSLkaeA0AiYnhUCqJT8ddWqpDWpoGERFql3/GH5xRxcXtmD7ddZEL8H0p3bBzzp2SNP/IXnKlQxowsUrSDh5sgNlMPRKMAODCC6cCAL75plzMYXHGGc89d8j6/cmTLT4cCYfD4XA4HH+DUopnnjmAuXOTsH59jvXxiAg1enq4YOQuXDAKEFibd3dISYlAU1M3KPVNmVRRkSAGuOMwUioVSE6O8LnDyF2njq+dUXp9H9raej0at2+PtVD+52pHOiAQBaOJU5K2Z08tCAGWLvVMMMrLS0RqqgZbtlSIPDLOeKG11YAPPijATTfNBQCUlXGHEYfD4XA4nGF++KEB+fmt+MUvFtrl6AoOowEfjiww4YJRAGA0mlFZqXdbMEpN1WBgwAy9vl+ikY1NcXE71GolJk2KduvnfOl6oZR6JM752mHkSe4SwHKufJe9VFKiRWqqBhpNsMs/40+CESHApEljZxgFB6sQHh40IRxGe/bUIi8vCdHRIR79PCEEa9ZkY+fOap8J3Rz/5rXXjmJw0Iz77lsOlUrBswg4HA5niLq6Tp9maXI4/kBX1wBuueUzxMWF4uqrZ9s9xx1GnsEFowCgslIPk8nilgsD8P3CuqioHVOnuldGB/jW9dLW1ouOjn63j3VycgQUCuKzcbPyP3fcXIDvs5fc7ZAGAAkJYT4vWwSA8nI9MjOjEBKicvrauLiwcS8YmUwW7N9fjxUrPHMXMc46KwstLQZrZ0gOh2E2W/DSS0dw9tmTMGNGAqKjQ9DR4ZsNEQ6Hw/EnnnnmADIzn8EXX5T4eigcjk/52992o6REiw8+uBKRkfYb0hERahiNFgwO+rZxTqDBBaMAgC2c3C03SkkRBKOmJt+JGO50SGOwUjpf4EmmDgCoVAokJYX70GHUjqAghVO3y0h86Yzy1M3FyhZ9LRiVlWmdlqMx4uJCx31J2smTLejpGcSKFZlevc9ZZ2UDAHburBFhVJzxxJtvnkBtbSfuuGMhACAmJgQdHdxazuFwJi5dXQP429924ze/2QJAKMXhcCYqFgvFu++ewvnnT8HZZ0867XlW0cDL0tyDC0YBgCc5L4BvHUYDAyZUVurddrwAwrj1+n7095skGNnYeCrOAayUzlfinBY5ObFQqdz7SPvyHGlvF9xcnhzr1FTfZi8BQkma64LR+HcY7dlTCwBeC0a5ubFITo7gghHHitlswe23f4HbbvscK1Zk4tJLpwMAdxg5gFKKn/70C3z2WbGvh8JxkV27arBu3Vv45S83w2Sy+Ho4nADCbLZgzZo38ac/fY/Jk2OgVBKe68aZ0OzfX4fa2s7TStEYrKERL0tzDy4YBQAlJe2Ijw9DbGyoWz+XkhIBAGhqkr9telmZDhYL9Ugw8qUzqqREC7VaiaysKLd/1peldCUl7R4da1+GdXuauwT4vgOgXt8HrbaPO4xs2LOnFpmZUcjIcP+zYwshBGedlcVzjDhWnnnmAF599Sh++ctF+OKLa6BQCAGW0dEhPMNoBIcPN+KVV47i0kvf9/VQOC7Q1mbAeedtwv799Xj++UN4+un9vh4SJ4B44YVDOHq0Cf/4x7moqLgTy5Zl+CxigMPxBz76qBDBwUpcfPE0h89rNIJg1N3NBSN3kEwwIoRkEEK2E0IKCSEFhJC7hh6PJYRsJYSUDf3XvRqaCUhpqc6jRXV4uBqRkcE+KTdimTqelKQx14svhK6SEqHMyN3cJYAJRvIfa5PJgvJyz86R5OQIEOKbkrTh8j/PhC5fCkYVFXoAzjukMQTBaPwubCml2LOn1mt3EeOss7LQ0NCNykq9KO/HCVxKS7W4//7tuOSSafjnP8+zC1TXaIL5LuEIuDMvsNizpxZ9fSZs3XoDLr10On7/+2346KNCXw+LEwBUV3fg7ru/xfr1Ofj1r5cAEET0zk7uuuRMXLZtq8LKlVmnZRcxuMPIM6R0GJkA3E0pnQlgCYA7CCEzAfwewDZKaS6AbUP/zxkDT4KBGSkpEWhuNog8IucUFbUBcL+MDhh2RvlCEPDmWKelRUKv70dfn1HkUY1NVZUeRqPFo3EHBSmRmBjuo2PtuZsrNVUDna7PJ2WLgJBfBLguGMXGhkKv7xu33UuqqjrQ1NTjdeA1g+cYcRj33/89VCoFXnzxQrvWuAAQHh4Eg0He662/c/hwo/V7fypvopSitVX+ucho1NV1+kXo6YED9VCrlViwIAWbNm3E1Klx+Oc/f/D1sDgBwD/+IbjR/v3vi63XxqgoXqbLmbi0tRmQn9+KNWuyR30NzzDyDMkEI0ppE6X06ND33QCKAKQBuATAm0MvexPApVKNYTzQ2dmPlhaDRy4MQHCQNDfL79QpLtYiMzMK4eFqt3922GEkr4hhNJpRUaH3QjDyTXkXK+3ypCQN8F32Ummp524uX50jjJISLQhxx2EUBkoxbidyYuUXMWbMiEd8fBgXjCY4r79+DB9+WIi7715qLVW2RRCM+C6hLUeONFm/9xenQWWlHqtXv4mkpCexfXuVr4eDurpOZGY+g1/+crOvh4IDBxowf34ygoNVCA9XY/36HBw71uT8Bzmykp/fgo8+KvSbTR9KKT74oACXXjod6emR1sejooLR2ckXwpyJyYED9QCAVauyRn0Ndxh5hiwZRoSQbADzAfwAIIlSyu6GzQCS5BhDoOJp4DXDV4JRaanW4zHHxYVBpVLI7nqpru6AyWTxWJzzVccxb0q7AN9lL3lzjvgyrBsQxp6dHY2QEJVLr4+LE/LHxmuO0d69tYiKCsasWYmivB8hBKtWZVmFKM7EY2DAhLvv/hZr1mTjgQdWOXxNWBh3GNmi1/ehvFxn3TzwB4HaYBjE+vWb8MMPwkT+/fcLfDwi4LPPhLbjr7561McjEcr38/KGr5uJieEwGIwYGPCNe5ZzOvX1XViy5DVceeWHePvtE74eDgDg+PFmtLQYsH59jt3jgmDUz/P/OBMSFvg+c2bCqK9hGUbXX/8JF43cQHLBiBASAeB/AH5NKbVbSVPhiubwqkYIuZ0QcpgQcritrU3qYfotw127AkcwopSirEyLqVNdc1+MRKEgSEmJkD3DyFtxzlcOo+LidiQkuB+KzvBFgLTZbEFFhR65uZ6dI74WjEpK3BO74uLCAGDc5hjt2VOH5cszrWHEYrB0aToqK/V+VcbCkY89e2rR0dGPu+9eOqoLMTxcjd5eo9/s+vuao0eFvbi1a4VWwv4gGD377EGUl+vw9dfXIS8vES0tvv88Hz/eDEBYXPuSvj4jWlsNyMqKtj7G7uM63fi8VwQi99//vbW8c//+eh+PRuCllw5DrVZaO0YyYmJCYTZTHujLmZCUl+sQExMy5nqIOYx6e4149dUjcg0t4JFUMCKEBEEQi96hlH489HALISRl6PkUAK2OfpZS+gql9ExK6ZkJCaMrheOdkpJ2KJUEOTmeLayTkyPQ0zMoq4ra3t6Lzs4B5OZ6JrwAvhExvBXnmMNI7nGXlGg9dhcBgtDV3t4r645mXV0XBgfNASkYUUpRWqp16zwZzw6j9vZeFBa2YflycfKLGEuXpgMQWqRyJh4//NAAAFi+fPQyx/DwIADwWZaZv8HK0c4+2z8EI5PJgueeO4i1aydhzZpJiI72j3wVJhh1dg74NOeprk7YQ7XN8Ru+VwiCUUlJO98F9yGDg2Z88EEBbrllHlauzERBge83sBsbu/HGG8dx663zrZtRjOzsaADgDSM4E5Lycp3TqAjbMOyvviqTekjjBim7pBEArwEoopT+w+apzwHcNPT9TQA+k2oM44GSEi0mTYqBWq306OdZgHRLi3xuHWYJ9FQMAICUFI3sDqPych2io0NOuwG7ikajRmioSvZcHUEw8lyc84XQxcQ5T0XF2NhQqNVKnwhGTU096OkZ5A6jIVjZ2Fg1456wYEEqgoIUfrOjy5GXgwcbMHVqnF1XtJGwjDyeYyRw+HAjJk2KRk6O0HzW11kmRUVtaGjoxk03zQUAvxCMTCYLTp1qtc6p9HrfXZNrazsBAJmZw4KRrcNo27ZKzJjxPNav3yT72IxGs1VYc8REKXk6erQJfX0mrF07GQkJ4X7h/PrkkyIYjRbceefi055j85J3382Xe1gcjs8pK9M5XVeEhgZh586bcdllM/D991Wor5e/S3QgIqXDaDmAGwCcTQg5PvR1AYBHAZxDCCkDsG7o/zmj4E3OCyA4jADIWpbGOkh55zCKkF0MqKjQWyfankAIQUqKRtaudHp9H1pbDR4HXgO+ceuwc8TTc5sQgtRU32QveZIZNZ4dRrt21SAkRIWFC1NFfd+QEBXmz0/hgtEE5dChRqfnFHMY8RwjgcOHG7FgQapVZOvo6Mef/7wDM2c+j1275A+QZ4LDggXC39EfBKOGhi4MDJitjkhfCgA1NR0AYFeSNry50Iu//nU3KAX27auzvlYu7rvvO8yf/zLKy3V2j3d09OPss99EXNzj2Lt3/GfM7d4tfG5Wrsy05gP5mr1765CREelw3jd9ejwyM6Pw2mvHYDT6vgsghyMXRqMZtbWdmDw52ulrV63KwhNPnAO1WonzztvEGw24gJRd0vZQSgmldA6ldN7Q12ZKqZZSupZSmkspXUcp1Tl/t4mJxeJ+6ctIfCEYlZZqoVQSTJoU7fF7pKQIbdPlLJOqqNBh8mTPBSMAQ9lL8okYLHfJO4eR/NlLZWU6hIcHWR1wnpCWJn/ZIuBZ6WJUVAgUCjIuHUY7d9ZgyZJ0BAe7FgDuDkuXpuPQoQY+8Z1gdHb2o7Gx2y4M2BHMWu4Pizhfo9X2oqqqAwsWpFgFo7feOoG//GUnioracccd8ncEO3asGSEhKuvGgH8IRsI9Y84cod+KL6/JtbWdUCiI9R4MDDuMtm2rwvbt1bjkkmkAhKxCOfn8cyEYfGRXuz/+cRt27KiGXt+P3/3uO1nH5At2765Fbm4skpIi/KYD2cmTLZg7N9nhc2q1Eo88sgZabR8qKnhZGmfi0NTUA4uF2jk2x2Ly5Bh88MGV0On6sHLlG/joo0KJRxjYyNIljeMZ9fVd6OszBZxgVFamw6RJMQgK8qyMDrBtmy7PuE0mC2pqOr1yGAHC8ZazlM5bpw7gm+5upaVaTJkSC6Fy1TN8kXMFCCJdaKjKetxcQaEgiI0NHXcOo87Ofhw/3oxVq0bPmfGGpUvT0ddnQn6+w6g7jgQ0NnbLXlY7ElbW7Oy6lpIi3CfWrXsbZrPvsmj8AdZOeMmSdGg0gpC2c2cNZs5MwP/93yqcOtUqa2k6IDiM8vISoVIJU83o6BB0dvb7NKSc3eeYGDnymnziRDPWrXtLlg6NTU09SEgIs5srMTfq888fQnh4EP7859VD45b3M8lce7bzmaKiNrzyyhH84hcL8dBDq7FvX51PS/qkxmKh2LOnFitXCve3qKgQ9PQM+vRaMzBgQkmJFnPmjC6ms7mJLzokczi+gl3b09Ndn5tffPE0HDlyO2bPTsSVV36It97yjy6I/ggXjPwY5mTwRgyIjw+DQkFkFjF0XuUXAcPZS3ItXOrqOmEyWTwOF2ekpMjbla68XAeFgliDDj0hJiYEwcHy5gGVlem8Oq8B3wlGrEzU3Y5gcXGh485htG9fHSwWKnp+EWPpUqFshAdfywOlFGlp/0Bq6j98mlHialkz21hob+/1u9LFF188hNmzX8DatW+dVtYjBfv310OpJFi4MNXu2vTOO5dh2TLhc8SEOLkoL9fZlc1ER4eAUqC7W3BpfP99FXburJZ1TOyekZcnOIxGlqTdc89WbNtWhYcf3iX5WNrbe5GQEG73WFhYkPX7a6/Nw4wZwvGTc0Onp2fQOo+xde/de+9WhIer8eCDZ1nD6A8fbpRtXHJTWNgGvb4fK1cK9zfWVa+ry3cuo+LidphMFqtDzhFyz585HH+AZRG5IxgBwsbTzp03IysrCm++yQWj0eCCkR9TUSFM7pwlvo+FUqlAYmK4bCIGpRRlZVqvBSO5c3WYdddbh1FKigYdHf3o65MnU6O8XI/MzCivyoEIIUhLi5RtB9NoNKOqSi/KOdLdPWhdfMiFp13p4uPD0N4+vhxGO3fWQKVSWIUdscnIiERqqsbvxIDxim3IrS/ywRhlZToQ4vx6bFvSKoco4yrvvXcKv/jFZoSFBWHv3lr87GdfSi7A7d9fj7lzk61B4CtWZOLSS6dj3rxkqxNLzgXk4KAZ9fVddqXprFSus3MAO3dWY+3at7B69Zuy3S8B4bxWq5XW+4+tiF9Zqce2bZUABDFc6r9Ze3sv4uPtm2zYum6vuGImgoNViIkJQUuLfNmIbLMSGA5Of+ONY/jqqzL86U8rkZAQbi3fZ53exiOHDgmdGlnHzqio4fPXV7DSxJkzR+8ezSoL5G4cw+H4EiYYueP+ZwQHq7ByZRbvLjgGXDDyYyoq9FCrlR6d/LYkJ8vnemlu7oHBYPQq8BqAzQRXnnEzcc5bh5HcJYCutJB0hbQ0+QKkq6o6YDZTr88RucsWAWERVFWlx9Sp7h/z8SgY7dpVg4ULU+12xcWEEIKlS9O5YCQTTzyxz/q9L3eny8p0yMiIQmjo2OdVcLAKr766AQBQVeUfE72yMi1uvfVzrFiRiT17bsETT5yDbduqrJkwUmA2W3DwYIN1YQsAu3bdjI8/vgqAreNAvmtlbW0nKIWd+5UJRo2N3bj11s+tj7NyOjloaOhGaqoG0dEhUCqJncPoN7/ZgtDQINx55yL09Ayiu1va7nttbb1ISDi9K+s99yzF3LlJWL06G4AgVMgpUrDGDgBQXd2B66//GLfc8jnmzk3Cr3+9BMDwOSWn80luTp5sQWioyjrHYg4jX2amsc3NsfI2o6OFzER/6Og2UTj//Hdwxhkvjyoy9/fLl8c6Uamv70JoqCCwe0JiYhhaW+UT5gMNLhj5MRUVekyaFO126ctI5BSMhtuleydixMeHQaVSyOowEsQ5jfMXjwGbRMkrGHnnigIERV6uYy1G7hLgm+5ulZV6mM3UI4dRQsL4Eox6e404dKhRsnI0xqJFaais1PPJr8Ts3VuLd989hfPOmwLAt/kXdXWdyMpyLbjyttvOQFJSuE/KU0dCKcWNN36K4GAl3nvvcqjVSvzsZ2dixox4/PKXX0uWIXTqVCt6egbtBCNCiNWtEhcn3E/l/JtWV3cAACZNGr4/McHo1ls/R0WFHi+/fBEAyNrWuLGxG2lpGhAilHJ/9FEh2tt7UVjYhs8/L8HvfrcMCxemAZD+M+DIYQQATzxxLo4f/xnUaiHbSO7uXKx0ce7cJGzbVoX33juFe+9dhu3bb7KOKThYhfj4MJ86EaXmxIkW5OUlQakczuACBIdRR0e/1YEkJ5WVeiQnR1idhI4ghPhFwLyv6eoawC23fIY33jgm6e/p7TXim2/KcexYM3p6TheZ33rrBMLD/4bPPiuWdBy+5LPPivHUU/vsBLPu7gFZS9vr67uRnh7pcTZqYmI4enuNMBik3SgIVLhg5MdUVuq9drwA8gpGbKLhrXtEoSCyBkhXVgriHJsYeIqcziidrg86XZ8oDqPU1Ag0NHTJcnEfPkcCq2wRGN559UTsYg4jX2bDiMmBA/UwmSw46yxpBaMzzkgBABw9ytueSoXFQnHXXd8gLU2Dp59eD0D4nMrZpdKW+vout5y1Qpiy77sX/fBDAw4cqMff/77WOv6gICXeeecytLYa8Je/7JTk9+7bJ2R8jVYaqlAQ2UUH5vhyVJJWWNiGu+9eimuumQ1AXudTQ8PwuXX//atQUaHHypVv4NZbP0dEhBp33LFIFqew2WyBTtfnUDAaidwOo+rqDqSkRCAiQhAlbrvtDDz++DmIiQm1e11CQpjsQn5fn1GWDCFK6VA3suGsIFaSxroqLVr0b2zdWiH5WGypqNC71M2XC0ZCR7833jiOX/7ya5hM0gWVnzo13JRj5Kag0WjGgw/ugMVCx20+zhdflODSS9/HPfdstV7Lt26tQHT0Y/jtb7fINo76+i6384tsSUwU8uTkLP8NJLhg5KdQSlFRofM6UwcQXC8tLQZZOpOUlWkRFKRweXd4LOQMNXb1JuyM4dpx6cctRsYVIy0tEn19JlkmGKWlWkRFBbs0UR4LXwhGzEHnSefC+PgwGI0WnwZmisnOndVQKIg1UFcquGAkPf/5z3EcOdKERx9dZ73n3H33t5g372X09sqXLwMI976Ghm6kp7vu9pR7QT0aW7dWgBDgqqtm2T0+f34KLr98Bt5995QkpQn5+a2Ijg6xE2dGEhkpb0vw6uoOKJXETvhjmwQajRp///taaDTB0GjUspU1sXOLOYlvvnketm27EY2N3ThwoB4PP7wG8fFhSEpiCwfpBCO9XugW56gkbSRRUcGy3jdqajqRnR1tFUuuvnq2w9fJfU7t2lWD7Ox/Ijn5Sfz851/igw8KJHMDdHcPQqvts9vYYiVpTz213yoSfPut3IKRa+uCmJiJLRgNDpqtAk1vr1FS8de2HLqtzV4w2rTpJKqrOxAeHoQTJ1okG4OvKCvT4qqrPrL+PzsWTCTbskW+z0dDg3eCERPEJ/LnZixcEowIISsIIT8e+j6BEDJJ2mFx2tt70d09KIpglJwcAZPJIstOUFmZDjk5sV47dQBB6JJDeBFTnEtIELrSyeHoYiGvYmUYAfKIL6xDmqe2UYZGo0Z4eJCsGQolJVokJYVbdxrdgQlk46UsbdeuWsybl+zRsXCH2NhQTJoUjSNHuGAkBeXlOtx559dYuTIT116bZ9fiu7i4XfYddJ2uD/39Jg8cRr6f5B082Ijp0+NPc2IAgjjR0dGPr74qFf33unJNjYoKkVV0qKrqQGZmFFSq4bmARhOM6uq7UFFxp/U8i48Pg04nz9+us3MAvb1G62YDAKxalYWKijtx4sTPcNddiwEMO0mkPF7sPuDKxokgzMh3ftfUdCArKxpPP30evv32+lFdpJGR8glZDQ1duOii/yI8PAirVmXhpZeO4Ec/+giLFv1bknkLe0/b6xA7L/bsqcXy5RmYNy8Zp061if67R8NoPD1IfjSio0Og1/v+mugrDhyoR0/PIG67bT4Aactea2o6rd/bzu96e4146KFdmD8/GT/5yRmSCtC+4vnnD8FstmDbthsBCNf9EyeasX9/PUJDVSgr08FoNEs+DovFfjPAEzQawVEpdyOdQMHpqp4Q8iCA+wD8YeihIACbpBwUx7ZrlzglaYA8mRRihTAD8jmMhsU578etVCqQlBQui8WeCUZiOKPYBFqOPAKhi553JYuAUKefmqqRtZyhpETrcfYSa588HgSjgQETDhyox6pVmbL8vjPOSMGRI+O3fbMv+dOfvgcA/Pe/l1vz8p544hz8+MfzoFIpcPCgvDkd7Brkzk5hVFSwz3cFKaU4eLABixalOXz+7LMnITo6BN98Uy767y4tdd6ZVChJk1cwss0vYmRlRdu1kpdTdBgWAewXFfHxYZgzJ8kquA0vHKTLsmhrM1h/tzPk/NtZLBS1tUKGmFqtxDnn5IwqRMr5t3v00T3o6zPhu+9uxDffXI+ysl/hrbcuRW1tJ6688kPRS73ZRpTtucIcRgCwdesNSE3VyCoCNDZ2g1IgI8O5g3+il6Rt3VoBpZLgxhvnAhBy8aTC9r1t53d/+tM2VFd34B//WI/k5AgYDEaHGUeBSm+vEW++eQKXXz4TCxemAhDWmS++eBghISr88Y8rZTMrtLT0wGSyeOUwiowUPt9SNzsIVFyxgWwEcDEAAwBQShsBeJcMzHEKa+0nlsMIkF4wopQOTRKjRXm/lJQIaLV9kudoDItz3h9rALJlL5WX65GeHum0k5ArsF00qd06/f0m1NZ2ep1fxEhJka9sERAWZp6UowHjy2F06FAj+vtNkgdeMxYsSEFFhX5CT4CloK6uEx98UIBf/WqR3UTrnnuW4fXXL0FWVhSqqjpkHdNwa1zXpxn+kGFUX9+F1laDdeI8EpVKgTlzklBY2O7weU/p7zehrs75NVXOxT0gnFuZmc4XtnK7VADnbZc1GmHhIOW4tFphEWUrno2GUHLZL0v+XVNTN4xGi0uxAnL97QoL2/DSS0dw663zrRtkU6bE4oYb5uKhh1Zj37466zxOLNi8wtaNFhyswubN12L//lsRGhqEpKRwWfNO2LUxI8P5otgfBKPWVgM2bnwfl132viTzeIuFoqamw+Hn4ttvK7F4cbp1A5t93qSgra3Xmn/DcipfffUInnnmB/zylwuxenW27B2UBwfN+OyzYuzfXyfZ73j//VPo6OjHz39+JiIi1AgKUqC0VItNm07i6qtny3LsGczllZUV7fF7sOs+dxg5xhXBaJAKn0YKAIQQ53c3jtewfBrblrSeIleujlbbh56eQdEEI3ajlvoCy461GA4jQBAxAs3NJVfb5cpKPSgVp4wOgKwOo46OfrS2GjzqkAaML8Fox45qEALZBCOWY3TsGC9LE5P33y8AANx66xkOn09OjpA9AJItigLNYXTypJBPMXdu8qivmTEj3q5luRhUVOhAqfMgfiY6MPbsqUVNTYeoY2FYLBQtLQbrfcXZuOQTjE4XARyhUikQFhYk6cKB3Qfi4k4vXxxJVFQwzGYqS55YXR0TJfxHMHr22R8QHKzEww+vOe25tWsnAxBKkMTEkWAEAOefn4slS4RuhMnJEWhtlScfFHDv2hgdHYLGxm5s314l9bAcotX2YsmSf+PTT4vxySfFePjhXaL/jo8+KkR29j/xwguH7B7X6fpw+HAjzjlnsrWMUMqSzra2XuTkxEClUuC1145h48b3cfvtX2LZsgw89ZTQRIIJw1qt9PO/vj4jLrzwv7j00vexfPnrkuU/btqUj2nT4rByZSYIIYiLC8Orrx6FwWDEPfcsRWyscG2Tw2HE7mXe5OfK4SwNZFwRjD4ghLwMIJoQ8hMA3wF4VdphcSoq9EhL04jiHpFL2R7uiiKOU0eujmPMzSWmM0qO7CVBMBLnWIeGBiE6OkTycbNzRIwyOkA41oJNW/oJGwu89tQdxQSjkaGIgciOHdWYMycJcXHeBZe7ChOMeI6RuHz8cREWLEgZVcCVs8Mmo6Ghy9ol01WiokLQ32/C4KD0WQmjkZ8vhODOnp046muYa1bMTIfh69LYglFcXCiqqjrw/PMH8be/7cbKlW8gJ+df+OEHcRfagLAoMpksLv0N/aEkzREajVqWDCNXrqHDi17pjxObAzgT1QDhb9fdPSC5YPL999VYvTrboRtrxgxhA4eV6ItFQ0M3oqKCx2xfHx8fBpNJvkYW7gpGAHD22W/ZdfGSi1deOYKqqg7s2fNj3HTTXDz66B7rtUos2LWruNhehN++vQoWC8U550xGaKgKSiWR/LOcmBgOk8mCwsI27NpVg/vvX4ktW66HWi1ktbG/hxy5Ui+8cAjffVeJv/xlNUJCVHjllSOi/46Ojn7s2lWDjRunn1bKu3HjdMyalWgVw+URjMRzGI2XxjRi41QwopQ+CeAjAP8DMA3A/1FKn5V6YBOdigq9aI4XjUaN0FCVDIJRBwBxxQBA+iDmigo9UlPFEeeA4V15s1m6Np5dXQNobTWI5tQBmPgi7TlSXd0BQFxxrrfXKMuOQFmZMNnxNMNIoxEsu4HuMBoYMGHv3jqsXp0t2+9MSAhHRkYkF4xExGAYxKFDjTj33JxRX+MLwai+vgtJSeF24dvOYJNxXwZf5+e3IiMj0joWRwzvMos3gS4rExbKzoRsVjLxy19+jT/96XtERQUjNjYUF1/8nugTZHbOuOIwioyUVpixpaGhCzExIS7d6wUhS7r7ilbbi9BQFcLCnI+FZefIcX6zv52rYh+lkKxTGSD8zUpLtVizJtvh80FBSiQmhos+T2xs7HYqmrG/i1znb11dFyIi1NaslbEIChpe3v3iF19JOSyHbNlSgQULUrB8eSYef/wcEELwxhvHRP0dBQVC4Hh7u/31dMuWCmg0aixalAZCiOSidFubwS6LrLT0V3j44bMRETEsNsbEMMFIevHk/fcLsHhxGv7v/87Cxo0z8OGHhaJvpnzzTTlMJgs2bJhmfay2VhBtbrhhDgDI7jCKjg5x6bMxGuzvxQUjx7gSej0JwG5K6b2U0nsA7CGEZEs+sglOZaVetEwdQsjQxF/a0oJhh1G0KO837DCSXjAS61gDwiTZYqGSCgOsjE5cwUgjg8OoAyEhKrfcA2PBJnRyOLrKynQgxHNBlBCChITwgBeMfvihAf39plEn8FKxYEGqZNbqici+fXUwmSyjdkAChB10vb5PUvF7JA0N3W4HV7KFmy/L0goKWsd0FwGwtlBngcdiUFqqRWKi886N7Hfn5MSgqOgOaLW/w8cf/witrQZ88UWJaOMB3BMdoqKErBU5XKINDc5FAIZGEyxxSVqfS4HXwLDD6L//zZdsPIymph4QMiwwjoUcgsmhQ0Kzg+XLR2+wIEWDFNcEI3mF6vp6oW24Kx1mmTM/JSUCu3fXyuoyMpstOHy4EUuXCqV7iYnhWLYsA19/LW7gPxOMbIPHe3oG8f77BdiwYZp100HoMijNOUqpMNdPSAjDpk0b8f77Vzj8XMvVsr2tzYDDhxtx4YW5AICrrpoJna4Pu3bViPp7vvyyFPHxYVi8eLjJwzvvXIbJk2Nw1lnZAIZDpOUQYGpqOr0qRwMAhYIgJSXCWpbLsceVkrQPAdjOFs1Dj3Ekor/fhMbGbtGcOoA8O8VVVR2Iiwu12vq8hbWol7okraJCJ5qbC5CnlI7Zr8UUjOTIA6qq6kB2drRLEx5XYMdajuDrsjIdMjOjEBys8vg94uPDAl4w+uCDAoSEqLBmzSRZf++CBSkoLdXy3R+R2L+/HoQAy5ZljPqamJgQUCpPKQyjvr7LaSjxSIYdRr45NyilKC/XOXUfMoeRmGWpZWXOfy8AGI3CNO7cc3MwfXo8lEoFli3LQHx8GL75pkK08QC2i1Xn4kx8fBgGB82yuEQbG7tdPrekdiW0t/e6XNLLBNRHHtktSZc9W5qaupGYGA6VyvnyQI4FYVGRIArMmpUw6mukmN+6Ii7KuSAGhgUjV7jttjOQlBSOL7+8FkolwdtvnwAgXKsqK/WSNpMpKGiDwWDE4sXp1scuuGAKTpxoEW2u1tU1YC3Rs/3bP/nkPnR1DeCOOxZaH5MyJ62rawBGowXx8WG47ro5uOqqWQ5fJ1dJ2vbt1aAUWL9+CgDgnHNyEBqqwuefu7YpYDAMYuvWijEFfEopduyoxtq1k6BUDl8nLr98Jioq7rQ6i+QMkRYEo2iv3ycnJ9YnJZyBgCuCkYpSar2TD30/elEvx2vYxc+dLjHOkCOIebQ2up7CWtRLOW6TyYLm5h6Xuk64ihwh48z6KcYFksGyl6Tc6a2q0ovmQANsHUbSl82UlWmd5oQ4Iz4+zC8zjCileOSRXThxonnM1w0OmvHee6dw6aXTvbL+esKcOUkABCcHx3vy81sxeXLMmAK/nJZyhuAwcu/ex3b6feUwamvrhcFgdLrJwxYNYi5ehOuS842DH/1oFq69Ng8PPTQcHKxQEKxfn4Nvvx17geAu7jiMmPMpKupRtLZK64JuaOh2eV4l5PNIW5LmqsNozpwkPP/8BQCA22//QlKBornZ4JLQBwwLJlIKtcXFWqSlaca8Ton9t7JYKJqanJ8rcvz7bXFHMJo9OxHNzffgjDNScPnlM/HPf/6AJ5/chyuu+BA5Of/CsmWvS5Y9xZzAth0jzz9fcLxs3lwmyu9gc+C4uFBrY4YPPyzAQw/txHXX5dlthEgp/rL5nLNuhyEhKoSEqCQvSTt0qAHBwUrMny80XwgLC8K55+bgo48KYTKN7RSuq+vEGWe8gnPP3YQPPigY9XVVVR1oaOge050MAGq1Emq1UvLNAEqFbnneOowA4Zw9fLhRdEfWeMAVwaiNEHIx+x9CyCUAxG3zwbHDncmWqyQnSyu8AEINqRhd3WwRyqSkG7fQAhNIShKv+R/LbZDyeDc19SA0VGW1hItBSkoEBgbMku6ACKJitGjvJ1fOFaUUZWU6jwOvGf7qMNq3rw4PPLAdV1310Ziv+/rrMmi1fdYadTnJyxPKffjujzicOtWKvLykMV/DBCM5chcAYXezo6PfbYcRE/xZRprcDHfaHFswYhkJYu24sg0PV9rXx8WF4Z13LjtNpFi6NB2trQbrbr0YNDV1IyJCbZfhMRq24znrrP/grru+xm23fS66MMyOlauCkRyh164KRgDwi18sxP79t6K+vgt3371Fso2dpqZul+eecjhsysq0Th10Go0aPT3iLUrb23thNFrczjAqLm6XbKPQZLKgqcmzzc1nnz0fyckRuPferfjqq1LMnJmAo0ebJGu5XlqqhUqlsHPu5+UlYurUODzzzIFRz5eyMi1uu+1zTJnyL9xzz7coLGwb9Xc0NAjXqzPPTIVO14enntqHq676CGeemYqXXrrI7rVSCkZsPseE77GIiQmRfFPj8OEmzJuXbJcBeMst89HU1INLL30PP/3pF/j229MdpX19RqxZ86b1uD7yyO5Rf8eePbUAgJUrnXfJ1WjUkjuMOjr60d09KIpg9Oc/r0ZsbCheffWoCCMbX7giGP0MwB8JIbWEkDoA9wH4qbTDmthIIxhFQKfrk9SG2tTU41LIpTtI3XGM1T4nJYl7rAFpXS/CsdaIVtoFSJ8Z1dHRj46OflFFxcjIYISGqiTPMNJq+9DR0S+CYBTql4LRyy8LXTRqazvHzKt58cXDSEvTjBmULBVZWdEIDw+ydqPieE5/vwllZVrMnj16mQcwLBjJ5Ypjbc/dzTBi54YUHb9cgXXadOYwYl1kxFrctrT0gFLv5grz5wsdCI8dG9td6A7NzQaXx8RCn3NyYlBX14lnnz2IN944jmuu+Z+ookhLSw8sFupyhhHrACYVWm2ftYuQqyxZko7f/GYJ/v3vY/jb30Zf0HmDO/M4JhhJ2Spc6AY79n03ImJswWjTppNYtuw1l88ntgHl7FxhjsE//GEb1q17CzNmPI9p054TvRsYIAgkFgt1+9oICBlCBQW/wMmTP0N39x+wf/+tCA5W4sMPC0UfJyCUyU6eHGNX1kgIwTPPrEdxcTsuvvhd9Pfbr0U6OvoxdepzeO21Y6ip6cS//vUDVq58Y9SNVyZwL1ggXL/uuWcrNm6cjj17bjlNqI6Kki7DiOXRuSL+xsSEoq2tVzKx12KhOHKkEWeemWr3+IYNU/HHP67Avn11eOWVo7jssvftjr/QUe5tVFTo8eGHV+L55y/AqVOtp3WfY5w61YrgYKW1Q+FYCFlw0jqMxOiQxoiMDMYFF+Tim2/KZc1uDARc6ZJWQSldAmAmgBmU0mWUUmmLqCc4UglGACSzfPf3m9DVNSCqUwcQxi2l8MKsrGIe69DQIERFBUsqYjQ1dYsuzkld3lVT0wEAogpGhBBZspdYZpS3JWkJCeHQ6/ucWoPlZGDAhM8+K0FoqAr9/aZRg6XLy3XYsqUCP/3pApfyLcRGoSCYPTuRO4xEoLRUC7OZYtassUOaZ8wQBKULL/yvpJ2QGGwR4G45tkJBcMkl0/HGG8etmSdyUlHBGj646jAS51jaBtt6yty5SSAEogbKNze7LjqsXp2NN964BKdO/QLl5XeiquouvPzyRcjPbxW1KyITI111r2k06qFSQ/HPe5PJAr3e9dBrWx577Bxceul0/PnPO3Hvvd+K2v3IbLagpcX1v11ubhzCw4Nw7bUfo7fXKNo4GJ2d/Whr63VZMBptIX7DDZ9g//56lzdrmGDk7FxhG43V1R3Ytq0K55wzGQaDUfRuYMDwotjT+VN4uBp5eUkIClIiMjIYy5ZlYP9+aQT20lLHZbLnn5+Lt97aiF27anD22W/aiXxMnAgNVaG39484ceJnMBgG8bOffenw71pf3wVCYA1YPvvsSXjvvSusbext8YeSNEAQxz/7rAQ33fSpJKJRXV0nursHMXeuvXOYEIK//nUtdLr78PnnV8NgMNptruzfX4e9ewW32fr1U3DxxULns08+KXL4e0pKtJgyJdYuv2g0BIeR1IJRBwDx1hYXXDAF7e29OHy4UZT3Gy+40iUtmBByLYA7AfyWEPJ/hJD/k35oE5fmZqFLhSsXIFeR2vXChCgxnTqAMBFubZWuRT0T58QWuoTMKOnyGBobu13OGXAVNkmUSuhix9rVHV5XSUkRv0PKSMrKhB1DMUrSKJWvxMcVvvuuEl1dA3j22fMBALt31zp83YsvHoJKpcBtt50h5/DsmD07Efn5rbJ0VBrPsI6WzkqooqNDMHOmIBq99dYJycfF7PCe7KI/88x6KJUKvPLKEVgsFJs2ncRNN30qeSk2ICwYU1IiEBIydiB+WFgQCBHPYTTcvt7za2p4uBrTpsXj+HHxHEbulDURQnDzzfOs3TOzsqJxxRUzoVYrRe0KxjJPXCnfA4ZzsTZufF+0MTD0+j5QCrcdRgCgUinw+usX40c/moUnn9yPF188JNq4tNo+mM3U5fMpJERlvR9Isbga3qhxLhhZLPQ018pImLDrDDafcCacKRTDDu+TJ3+Gb7+9AevWTcaHHxaKfo9ii2Ixym4AYP78ZJw82SL65hVrADDa3+zaa/OwadNl2L+/Hs89d9D6OBN0tm69AUFBSsyYkYBHHjkbn31Wgq1bK097n/r6LiQlReCccyajquoubN16g0OxCPCfkjT2GXn77ZMuh1C7A3O2jVXCOXeukG1UVqazPlZSIvzciy9eCIWCID09EosXp+GjjxwLRqWlzstEGZGRwdi3r87pZ9Mbhh1G4nw2zj03BwoFES1va7zgyjbxZwAuAWACYLD54khEc3MPEhJc61LhKmzyJtXkmZV2udKK1R1SUjSwWKhkzigpStIA6UvppCn/k7bjmFSiohwOo7IyHRQK4nWoO9tR9qfg6//9rwiRkcG4/vo5mDw5xqFg1NtrxOuvH8dll80QXah0h7y8RLS390oejjveqarqAODcEQMAp079HAsXpuLppw+gubkHW7aUS1ZWOewwcl8wSkgIx2WXzcCLLx7GrFkv4IYbPsFbb53AY4/tEXuYp+FqhxZCCCIixs50qKvrhNHommuE3WO8vRfMmZMkaqmnt/en6OgQnHVWFr777vSFoqcMN4pwbVFx9dWzAQBbt1air09c94xWK2wYeOIwAoTSlk2bLsOiRWl4++2Too2LnU/uOK7vv38VAODAAfHdKuw65azUkzn3nAmxrroP3ZmrPProWjz88BprHtyVV85ERYVeVAEWGF4Uuyp4OmPevGT095tEL59raupBb69xTDf2tdfm4cwzU7Fly3CWDhN0mFALAL/61SJERgbjww8LcNNNn+LnP//S+lx9fTfS0yNBCEF2drSdeDeSqKhg9PebRHXjMdraDAgJUVlLa10hPT0SDz64Q/TQcVcEIyZssVI6QMjgU6kU+MlPhjcDN2yYiqNHm07b3DSZLKio0GHaNNcEo/BwNVpbDbjlls9c/ne4S01NB0JDVR5fT0cSFxeGxYvT8PXXvJjKFlcUiXRK6Y8opY9TSp9iX5KPbALT3NwjaokUIIdgxG6wYgtG0o87JERlzZYQCylL6Xp7jejqGhDdqcNCSqV2oYkvKkbI4DDSISsratQdLFdhNzR/yTEymSz47LMSbNgwFcHBKqxcmYk9e2pP2x3973/z0dHRb9eq1hfMni2UUPEcI++oqtIjIkLtksOBEIIHHliFsjIdUlKewnnnvYMZM56XxFHQ0NCNmJgQtybftjz11LlYs2YSwsKCsGnTRlx00VR8/nmpyKM8ndraTpeFiLHyVvr6jMjMfAa33faFS+/FrtXeivB5eYmorNSLktnT1TWArq4BZGR4t7BduTITp061iubGrK3tRESE2po744zJk2Pw5ZfXABBfDGHX/7g47xY4l102HUeONKGurlOMYXlU4hgfH4YpU2IlEYxcLQ1zJhiFhgrOP1fH2N7ei4gItVPHIADcd98Kq2gGAJdeOh1KJRE9H6impgOJieEIDfXs2jiSefMEp4mzzqjuwlxhzsoIZ81KsDq3gWHByLb7anCwCmefPQlvv30Sb711Ai+9dMT6nDsd45gIJcVGU1tbLxISwlzKE/3++xvx9NPr8be/nY0TJ1pEdxmVlmoREaEec/0YGhqE8PAgu03Ljo5+REUF25WYLVmSDgB47bVjuP76j62bGFVVehiNFpcdRqzJzbvvnpKsKx/bsBEz0/W886bg8OFGn3Ve9UdcEYz2EULyJB8Jx0pzc4/owgtbpEvtMBLfqSNtrk5LiwFJSeGiXmgAYcLV3NwjSemMWLvKjpDSrdPSYkBwsFJ0cS4lJQI9PYOidkkZidC62rv8IsD/BKO9e2uh0/Vh48bpAIAVKzLR3t5rt+s4MGDCI4/swhlnpGDlykxfDRUArLu4PMfIO1i3Qlevexs2TMPrr1+Mm2+ehw8+uALBwUr8+tffiD6u+vouj9xFjNRUDb7++jocOXI7rrtuDs47LweVlXprFzMpsFgoams7Xd75HysElC2QXS3/a2rqRnx8mNdC9pw5wueqoMD7/CcmXnhSVmjLihWZoFTo4CgGNTXC38ide/2KFZlQKAh27KgWZQwMFhLt7Y74xo0zAACfflrs9ZgA27mFe5tRS5akY//+etHnO01N3QgKUjgVtscSjMxmC/r6hHKYL74odWnR2tbmXgc7W+Ljw7BqVZbo7oTqatdFaVfIzY0DIfalSWLgasfIKVNi0dDQbXXvORKMAGDNmmwMDAw7g5hLqKGhy+WsOzZvee018Ttftbf3uhwfsmbNJPz610twzTV5yM2NxV/+slPUz0xpqVAK6Owal5AQbicY9fQYTwsKP/PMVBAC3HvvVrzzTr51k47911mHVcYTT5yDq66aBQDYubPa1X+KWwiCkXifDQBYvjwDlMJnjTT8EVcEoxUAjhBCSgghJwkh+YQQ8TywnNOQwmEUHKxCbGxowDqMpCrvamkR/1gDwoSrt9coSdjb8C6g+KVBUrp1WlsNSEwUX5wbDuuWZtyUUpSVjV6T7w7MDuwvgtGXX5ZCrVZau56xiZVtWdqLLx5GTU0nHn10reh/O3dJTAxHQkIY8vNb3P7Zr78uw2uvHeX5R2CCkXvllT/+8Xy88cYluPLKWfjVrxZh7946ux1iMXBn19gV1q+fAgB2pQ9i09LSg8FBsygOI1ux3pWOpk1N4ty/8vIE597Jk+5/rkZSVyeUFXrS/tuWxYvToVQS0YJ53XGBMaKiQnDGGSnYsaNGlDEwhh1G7mcY2TJ1ahymTYvD5s3iiBOeNlxZujQdzc09LmcEuUpjo3B+O7vvjCUYsTnYzJkJaGrqsea3jUV7u+eCEQAsW5aB/PwWUYPAa2o6ROkCxQgJUSE9PdLqCBKLigo9lEriVEBn5z7rXsYEo5EbimefPcnu/2trO2EwDEKv73f5XjFnThLWr8/BCy8cFv3+74m4qFIp8Pvfr8Dx482iCeKAcI64cl+Piwu162zY3T0AjcZeqIuKCsH06cNd0Fgn0JMnW0AIrNmGztBogvHGG5dAo1GLWj5ri/DZEFcwWrQoDQoFEfXvE+i4IhidDyAXwLkANgC4aOi/HAmglKKlxfWWtO7AXC9S0NLSA41GLZpdlsEcS1K5XgQ3l/jHWsoSQCkdRikpGsmEFyYYiY3U2Uttbb3o6hoQRTBiJQj+IxiVYfXqbOtkYerUOMTHh2HPHkEw6uzsxyOP7MK6dZNxzjk5vhyqlbw8z/JWrr32Y9x22xfYtUvcxV+gQSlFVZXeahX3hBtumAuFguA//zku2riAYeeTWOTkxGDSpGhJBSN3W/qO1TXG9tr7k584L0sTK8suKysaGo3aIyF2JMxh5G1JWlhYEObMScIPPzR4PSZAWFR4kv+yenUWDhyoFzXHiF3/xcjcWL06G/v314lS7tHU1IPIyGC3S0LPO08QZj/7TByn0/B4ul0qvWcigyPBiAkRS5cKJTauuOi8FYyWLEmH2Sy0OBcD5mLMzhZ3UZyTEyu6yFderkNWVjSCgsZ2PTInEfv7dHb2Izw86LTOW7NmJdh1/aqq0luz7lwVjAghuPzyGWhtNVgDnsVCcBi5f65cccVMhISo8P77BaKNpaGh2yXXVVRUiF0IeE/P4GkOI0AQTRjMdZ6f34rc3Di3rhFhYUG47LIZ+N//ikTPkertNaKtrVdUMRUQhK68vETJOgkGIk4FI0ppDaW0BkAfAGrzxZGArq4B9PebJBGMkpOlFIwMkggvISEqxMSESOgwMojuigKkdUYNd/CQxmHU1CRNKZ1UgtGww0iac5u5KJzV5LtCSIgKERFqu8BBX1FerkNxcTsuuijX+hghBCtWZGL3biHH6Kc//RJ6fT8efXStD0dqz8yZ8SgubnfrHDUYBq216E8/fUCqoQUE7e29MBiMXgkzqakarF+fgzffPCFaB8uOjn7odH1OA27dgRCC9etz8P33VS4HSbuLu923xnIYsTKBadPi8OGHhU5FiqYmcbplKhQEs2YlilSS1gWFgogiZC1enIaDBxu8FkMMhkFotX0eCUZr107G4KDZYacmT9Fq+xAcrPQ4q8uWhQtT0dk5gOrqDq/fy1MBcvLkGMybl4yPPxZXMHK1Gyxb7DoSYtnCePFiYfFbWCi9YMR+l1i5Tq2tBgwMmEVfFE+ZEiOJw8hZORoA6yYVy03r6ho4rRwNEK7he/bcgqKiOwAImwosDN2dNupnnZUNQPyyqLY2g0fnSmRkMC68MBcffFAgyj20p2cQXV0DLgpGwVZnFyB8bhxFRVx88TTr90xoO3myxVrC7A5XXTULXV0DoovK7jYzcIelS9Oxb18dDh4UZ9Mi0HEqGBFCLiaElAGoArATQDWAryUe14TFU0uwK0gpGLW2SiO8AMz1Iv64zWYL2tt7JRk3+/tJMe7WVgNUKgViY72zszsiNVW6UjrhHJHGOQdI5zBiNyR3JidjER8fhvZ2cYJcveGrr4Qw4AsvnGr3+MqVmais1OO3v92C998vwF//ejYWLEj1xRAdMm1aPLq7B926ljFH0vTp8fjqqzK/EOx8hTsd0sbiqqtmoaGhG0VF7SKMCtZSETEFI0AoD+npGbRa6sXG3XbXGk3wqIIRW9z+7W9r0d9vsjr9HEEpRXOzeN0yc3PFcRvU13chOTnCqcPAFRYuTENX14DXi1pWJufJomLt2klISYnAX/6yU7QW5EyQEKPElzUCECPXzRsBcuPG6di/v07UTTJXBayxStLYZyojIwrp6ZFuOIw8n18lJIRj0qRo0dxx7Px3RYhxh5ycWLS2GkQJu2dUVOhc2lwb6TDq6hp0KBgBwt83NzcWarUSpaVaj+4VubmxSE6OwK5do19T3WVgwITu7kGPHEYAcM01s9HSYsA333hfUtrQ4HqH0cjIYDuHUXf3gEOH0WWXzUBFxZ1YtSoLpaVa9PQMoqJChzlzEt0e3/r1OcjNjcVjj+0VdUOafTbEnjcAwNKlGTAYjFi8+N8uCc3jHVdK0h4GsARAKaV0EoC1ACb2Fq2EyCEYSeEekcphBAy7XsSmvb0XFguVLMMIkKYkrbVV2NEYq42op0glvrBSy8REcdpe2hIdHYLgYKVkLjRXO7W4SkJCmF+UpH35ZRlmzkw47Ua7alUWAOCZZ37AlVfOxH33LffF8EaFtXN1x1rOWhw/8cQ5MJks+OAD8WzggQYLJfXWMcdKPMQKhWSCjpglaQCsOQzFxeIIWyOpqelEVFSwXTvosYiICBp1gdbVNQCVSoH163OgVitx7bUf4/vvqxy+Vqfrg9FoEU0wmjIlFnV1nejvd56dNBZ1dV1e5xcxWLZSQYF3Yghz33jiMAoKUuKZZ87D0aNN+Oc/xZn6ehOqPBKWJSKGYORNfuYVV8wEpcBHH4nTHay/3wSdrs9rwUinEzZnYmNDMWNGvNPrQH+/CT09gy4HGY/GkiXpoglGrrRL9wQmQIklpuv1fdDr+10Stk4XjBw7jBhKpQKzZyfixIkWVFbqERKicutcJYRg9epsbN9eJdoaiM3jPD1XLr54GlJSIvD884e8HktDA5unuuowGu7+NVpJGiAIMTNmxKOkpB35+S2gFB45jJRKBX796yU4cqQJ27dXu/3zo8E+G9OmxTt5pfssW5Zh/d7be9B4wBXByEgp1QJQEEIUlNLtAM6UeFwTFqkFo74+k52yLBYtLT2SiAGAIL5IIbwMB3WLf6xjYkKgVksjYrS19UpS2gXYdqUTd9xdXQMYHDRLMm5CiKTd3RobuxEaqkJU1OiTGXcQHEa+FYy6ugawc2e1XTkaY8GCFLz00oV4+un1+O9/L/d50PVI2MSgpMR1AWDXrhokJobjwgtzMWdOEjZtypdqeH5PebkOhHi/I5ebG4fo6BDR7NrM3SL2TiE7X6QSjMrLdcjJcV18i4hQo6mpx+F9mC2awsPVSE3VoL29F1dc8YHD9xG7+UFOTgwohUuhwGNRV9fpdX4RY+bMBBDivRjCrhWeLiquvHImLrpoKh58cIco126xSgkBwbGWlRXldTkhpdSrTKyZMxMwZ04S3ntPHDHenY2asQQjFu4bGxuKnJwYp+KIWB3sFi9OQ319l9X54Q2lpVoEBSlEL0lj1y2xcozY+7hyPXQkGDkT3efPT8axY02orOxAdna025um55wzGU1NPaJ1WWUlxJ6eK0FBStx663xs2VLhcM79n/8cd7mEzhOHERPOOjr6ER09+rGfNi0Oen0/PvusBIDQkMATrr9+DjIyInHOOW/jk0+KPHqPkZSWahEXFypJxcWUKbF4881LAUA0J3Ug44pg1EEIiQCwC8A7hJB/Api4fn6JYcKIlGVSYosvRqMZWm2fxA6jbtGdUVIea0LIkKNL/I+KVFlAgG32krjnSGurcBykFLqkKklrbOxBaqpGNOEkPj7M5yVRW7dWwGi04KKLpp72HCEEP/3pmfj1r5dApXLlFiEv6emRCA1Vuewwslgotm6txLnn5oAQguuvz8OBA/WiZzcECuXleqSnRyIkROXV+ygUBAsXpuLgQXGCXY8ebUJamsZlp46rREYGIyUlAsXF4oadAkJZ55YtFVbXmyuwiW1c3OOnZVcIiyZhIfXYY+sACB1OHcEWGGJtLjHHmTefC0op6uq6kJ4ujhgSHq7G5MkxOHXKOzGkuLgdMTEhHpeOEELw6KNrYTAY8a9//eDVWADxwsoZs2cner0I7u4eRG+v0atxXX31LOzbV2d1MXrD8ALY+bkUFhaEoCCFw8wg5jCKiwvF5Mkx0On6rHl2jvBWBGCwRbUYLqPSUi1ycmJFvx8zJ5AYfy/AvdI5lpnD4g+cOYwAQTDSavuwa1eNRxsLrBusWE0Qhh1Gnp8r1103BxYLxXvvnTrtuR//+DOsXv2mS+/DHEauhMRHRgaDUkFgNZst6OwcQEzM6PfdJUuEc/mxx/Zi8uQYj+85kZHBOHToJ5g3Lxm/+MXmMT+HrlJaqhXdeWfLjTfORUxMCFpapNmQDiRcufpcAqAXwG8AfAOgAkKnNI4EtLYaoFQSSdRSqQQjdoOVKsMoOTkCAwNmUS4utjARQ2qhS2xaWw1e3aDGQqoW9VILRlI6jFzt1OIq/uAw+vLLMsTEhGDp0gznL/YzFAqC3Nw4lwWjb7+tQHt7L9avFyaL11yTB0KAd96RpsWrv1Ne7lrGhCuccUYKCgpave58YjJZsH17NVasyBRlXCOZPt15KYq7WCwUN9zwCQBh59pVrrhiJgDh3/ztt/YLl87O4UXTVVfNwv33r0Rrq8FhYPdw8wP/EYyamnrQ22sU7fwCBDHE2+5txcVaTJ8e75XoP2tWIi67bAaeffagVy5ts9mClpYeUe8ps2cnori43atg9+Huq56P64Yb5iIsLAiLF/8b99231au28sMlNs4dE4QQGI0WfPJJMfbutc+o0Wr7oFAQREWFWJ0vY7mMxOpgN39+MtRqpSglu1ItiqOiQhAXFyqiw8j1PBlHXdIcBS/bwkS49vZej3J00tMjMWtWgmiCEdv486Z8cfr0eCxYkIJ33rF3PQ8MuFcaXF/fhejokFFLy2xhmzJdXQPWddVYa84lS9KtWWkrV3p3j05KisArr1yE1lYDrr76I6/eCxA+G7m50glGgPD3ZevciYwrgtH/UUotlFITpfRNSum/ANwn9cAmKqy2XYoyEKkEI6a8Sim8AOK7XoYv9tKIL8nJ0mQvSVmSFhkZjNBQlehuHekdRhESOozEF4wMBqOobZrdwWKh+OqrUpx/fq5fOohcYdq0OJdL0p54Yh8yM6OsC/X09EisWTMJmzblS5Ln5u+IKRjNn58Mo9HidX3/5s1laG014JprZosyrpEwwUjMv3dRURv0+n68/vrF+PGP57v8czNmJECn+x2ysqLwxz9+bzemzs5+u1321FQNLBbqUGBmQc6utpZ2RmxsKKKjQ7xaPDJRjuVGicHs2YkoLdW6vYCypbi4XZQx/fGPK9DR0Y/nnjvo8Xu0tfXCbKaiOoxmzUrA4KDZK7FPjDiE9PRIbN58LebPT8Hjj+9DXNzj1hIvd2EOI1fP79tvPwMAsHdvnd3jra0GxMWFQqEgViFDDsEoOFiFefOSceCAdw4js9mC8nIdpk4VT4S1JSdHnLB7QChJS06OQHi4c9EiJEQFlUphLY1qa3Penv6MM1Ks39t28HKH9etzsGtXDQwG7xu7iOVGu+66PBw50mQ3p3F37VBf3+XyZ4XdYzo7B6DXC4JRTMzoghEhBG+8cQl+9atFePjhNW6NyxELFqTioYdWY8uWChw71uTx+xgMg2ho6Jbss8FITOSCEeCaYHSOg8fOF3sgHIH29l6vw/ZGQyrBSI5yI0B814tW2welkoheAsFISRG/K93AgJBBJZXIRQiRpCudHG6urq4Br3Y0HUEpFV0wYn87rdY3ndIOHmxAW1uvw/yiQGHatDhUVXU4XUSWlWnx/fdV+OlPF9iVYF1/fR7Ky3UTrl1qV9cAWlsNojqMAKGczBtee+0YkpLCccEF0pyT06fHo6OjX9TrGluYeuKKiokJxV/+shrHjzfjvPPese7MNzf32F0j2VzA0WS1rq4T8fFhCA31vjU7IFz7c3K8a7MtlWBkNlO3Qu5taWszoLm5xxoO7Q0LFqTiooum4skn93nsMmLzGLEdRgC8yjGqrxcEGm/HddZZ2di69QY88cQ56O83YfPmMo/ep6GhG2FhQS5nB7788gZMmhR92jW9rGw4Y4yVSo3V8UgswQgQcowOH270qrteXV0XBgbMkpXduJLr5CoVFXqX7y2EEGg0anR3D6CrawD9/SanYqVCQbB//6147rnzPXZHn3feFAwOmrFzZ41HP29Le3svFArvK0Kuvno2FApi5zJyd73jjmDEPlNdXQPQ64V56FglaQBw5pmp+Ne/zhctn+6OOxYhOFiJt9/23OnNhE7pHUa+j5HwB0YVjAghPyeE5AOYTgg5afNVBWBievllQMzuGSOJiwtFUJBCAqeOcIMNtFyd9vZexMVJ020MEISu9vZer8s1bJH6WAPSdKVjAeNSndtSldL19AzCYDCKGkLPjoGvytK+/LIUSiXB+vVTfPL7xWDatHhYLNTpzujzzx9CUJACP/7xPLvHL7tsBoKDldi0aWLdysTqkMbIyYmFRqPGsWPNHr9HU1M3vvqqFDfdNFeUVuyOWL5cWFz84Q/bRHvPffvqkJAQ5vGxvPHGuXjqqXNx4EA9brzxU4ehw+w6zwR3W8TsRsaYMiXWK8GoqKgNGo1aEjHE04wedm7auhO84S9/WQ29vt/jjmnDpYTiHaPp0+OhUBCvcowqKvSihOEzfvvbpUhOjsAXX5RaH/v44yJ8/nmJSz/f0NCNtDT3sgOXLEnHvn11sFgE157FQlFY2GbNGNNogrFwYSoefHDHqI7ktjYDCBm7RMed8fT2Gr36u0jVIY2RkxODmpoOr8oZAWFzraCg1a08NyF8edAtd9uSJem4445FHo9z5coshIaqsGWL963s29qG3WvekJKiwdlnT8I77wy7npnzB4BLzlhBMHLtmsIcRq+/fsz6OZBqM3c0oqNDsHhxOnbvrnX+4lEoKxM+G2KWQDtCEIy4w2gsh9F/AWwA8NnQf9nXAkrp9TKMbUIiOIykc48kJUVYF+9iIeaOjCOkalHf3i6dOAcM3/zEDEuT2s0FCOKLFCVprHOcFLBzROxxD3fSE+94s3POVzsWX35ZiuXLMyXJSZMLNikdqyytu3sAr79+DFdeOeu0xVlUVAguvnga3n+/wOuJciDBxACxJlgKBcHcucleCUa///02EEJw221niDImR8yfn4Lk5Ah88knRaUHTnrJ3bx2WLcvwuHycEILf/nYpHn98Hfbtq8P77xegq2vAoWDk6FpRV9flUZv4sZgyJRbV1Z4vHsXIChrJ1KlxCApSeLzoZu63+fOTRRnPGWek4JJLpuGpp/bbtaZ2FXaPElNUCw0NQk5OjFfCRHm5TpQwfIZCQbB+fQ62b6+2Lngvv/wDXHLJey79fENDl0v5RbZccEEumpp6rDlGrNSV5dcBgpAFAN99V+nwPYQStjBRyrUXL04DAK9yjKQXjGK9cvAxqqs7oNX24cwzU13+Gdati5XXStEdeiQhISqcdVa2KDlGYm7wX3ddHior9daQdOb8AQCDYWzn/OCgGS0tBpfdP0wwevXVo3jzzRMAXAsqF5tVqzJx9GgTurs9c2uWlQnzmdxcqQWjcGi1vVYheqIy6hWRUtpJKa0GcD+AZkppDYBJAK4nhETLM7yJR1ubdIHGAIY6d4mfBaRUkjHbMnqDRqNGWFiQ6O4RwWEk3aKZTfzFPN5MMJKqbBGQJqxbys5ugK3DyP9L6XzpMKqr68SJEy0BXY4GDLfHHmuS+8ILh9DdPYg773S8G3n99XPQ1taLrVsdLxzGI+50sXGV+fOTceJEs0dCzJ49tXjrrRP4/e+XS2orVygIHn98Hbq7B71eGAHCdaG8XGd1LnnDLbfMR25uLK655n8A7B0ebC7g2GHUKbrDKCcnBmYzRU1Np0c/L1ZWkC1qtRLTpsV7JRhNmhQ9ZkaHuzzwwCp0dg7gP/857vbPlpXpEBysdKn7lzt42ylNzGwzxrJlGWhv7z3NtebKtYI5jNzh0kunIywsyFra8/TTB5CeHmnNrwOEMPnw8KBRs1NaWsSbq0yeHIP4+DCvOqWVlWkRHh4kmZiyfn0OFAqCjz4q9Op9Dh8WumW6IxhpNMH49NNiPP204NabP18cF6Az1q/PQUmJFtXVHac9t2nTSRDyF4fX3JGIGSGyceN0KBQEX38tlHDaNvlxNldkIrSrJWm2wdiffFKM0FCVTzYQV67MgsVCsX+/Z4JqWZkWSUnh0GhcK1v1lISEMJjN1E7Em4i4IqH/D4CZEDIFwCsAMiC4jzgiYzZboNP1Se56kcKpI2Vpl5CrI36ZlFwOIzHHzXaapS1J06C7e1CUUECG1IIRE+fEdxixQHfxHUa+EIy+/FIoD9iwwbPASH8hMjIYyckRoy7+9fo+PProXlxwQa61s8pIzjtvCmJjQ/Hf/+Y7fH48Ul6uQ0qKa6GkrjJ/fjIMBqN1t88dPv+8BEFBCvzhDytFG89osN1XMe5/+/YJ+UXLl3vf1S0oSInnn7/A+v9r1w53XIuJCYVSSU6zw3d1DaCzc0C0PAkGEww8abPd3T2A+vouzJghrmAEsE5pngtGYpWjMRYsSMXSpel45ZWjbv9saakWU6bEQqkUt+HA7NmJKC/Xob/fs3BwKQSjpUuFa+/IBaGzzyDLDnRXMIqIUGPjxul4991TePfdfHz/fRV+9atFdqWuCgVBenqktQvbSFpbDaLd7wkhWLw4DQcOeO4wqqrqwOTJMZI0wgGE+d6iRWleO24OHWqEWq3EnDlJLv9MaKjgZtu8uQzr1k2WTbQ4/3yhHP/9909vZf+Pf+wHAIdi0kjEdBhFRYVgwYIUbN9eDcC+JM1ZcHxdnSDwuyoYZWZG4Y47FuLlly9CbGwo7rxzsWTn11gsXZoOhYJg927P8qTKynSS5xcBtk7fiV2W5sody0IpNQG4DMCzlNJ7AcgjA08wdLo+UCqteyQpKVwCh5F0ZXQMKTqOSS0YSVFKN+wwkm7cUrh1pBaMYmNDoVYrRXdGDZekibe7FxsbCkJ8JRiVIScnxq2cAX9lrE5pjz66B52d/fj739eO+vNqtRLnnz8F331XOWG6pZWXux5K6ip5ecICYawg2dHYvbsWixalISxMnODmsWBuUk+7Ntmya1cNgoOVogkR55yTgx9+uA1Hjtxud09SKAji48NO2+1mCwQpMowAeCT+MfFWbIcRAMyenYDq6g63Sxc6O/tRUaEXXTACBKdKYWEbamo63Pq5khJpWqQPh4O71j3Slq6uAbS19YpeljJzZgIiI4Oxf3+dXTmH7WLYESz70d2SNAB48MGzEBYWhGuv/RjBwUr85Cenl7qOVXbf0mIQ9X6/eHEaiovbPSpfBAThIjs7WrTxOGLu3CSvsssAQTCaOzfJrdgBJm7+9rdL8NlnV3v1+91h2rR4nHPOZDzzzA+nCays/MuV7FGxI0RWr87GDz80oLfXaOcwctYghQXWuyoYKZUKPPfcBbj99gVobb1nzHmSlGg0wZgxIx7Hj7d49PPl5TrJy9GAYcFIzHiRQMQVwchICLkGwI0Avhx6TPrZ3QSEqZdSl6S1tRlEy3EApBdeAAx17hJPDKCUSj5utksl5rhbWw1Qq5V2rZfFhrl1WFtbMRBz184RUrnQ2A1CzM+kUqlAbGyo7IKRwTCIbdsqcdFFU32ymyQ2gmB0usOoslKPf/3rIG64Ya7T3c41a7LR0mJAUZH7i6xARAoXARMfi4rcE4wMhkEcPtyIVauyRB3PaMTFidedcPv2aixfnila3gsALFqU5lDYSEwMdyAYCddmsR1GyckRiIhQW3NT3EGKDmkMT4Ovjx8XN/DalnPPFXJx3ClpNZksqKjQSSIYzZoldIHzpCxN7DB8hlKpwOLFadi/v95OMHFW2sHcP56U7eXmxmHnzpuxeHEa/vWv8x2WIo4lGAmbW+Ld7xcvTgelgqDiLpRSVFd3YNKkaNHG44iEhDBotb0erwssFoojRxqxcKHr5WgAcPPN8wAIuVJybBrYct99y9Hc3IO//3233YZRT4/grLcVbBxhsVBoteILRoODZhw4UG/ngHM2F3dXMLJFqVT4dD6Yl5eE/Hz3BaPu7gE0NfXIIhgxAVns/N9AwxXB6McAlgL4K6W0ihAyCcDb0g5rYsLKjaQukzKbqagtvQWHkXRiACB+567OzgGYzVTSYx0UpER8fJjIJWm9SEwMl/QCz4JU2aLEW0wmC7RaaUstAUFUlCL0WuguKG5Yd3y8/F0Xvv++CgMDZlx00VRZf69UTJ0aB52uz84xQinFbbd9jqAgBf7617OdvseaNZMACMdmvNPdPYDGxm7RF4UaTTDS0yNRXOyeyHDgQD1MJgtWrvS+rMsVmMPIW6H22LEmHD/ejDVrskUYlXMcuWulchgRQjBjRrxHbrHi4naoVApJOtawXBR3s2DEDry2ZcaMeKSkRGDHjmqXf6asTAuj0SKJqJab63k4uNhh+LYsXZqO/PxWu/mEM4cRWyB74jAChHvDgQO34fbbFzh8Pi1NmCuMdJb295vQ1TUgqsNo0SIh+NqTsjSdrg/d3YOSO4wSEsJBqfD7PKG0VIvu7kG38osA4NZb56O3948e/5294eyzJ+HKK2fioYd24aabPrU+zkQzZ4KRTtcn+hpixYpMKBQEO3ZUo7JSj7PPnoSICLU1H2o06uu7EBkZLOlGslTMnp2AmppOdHW55x5lLliWZyklUjQwCkScCkaU0kJK6Z2U0neH/r+KUvqY9EObeLCJrJTiCzvxxSyTEpw60tYep6REoKtrAL29Y3cLcBW2yJRexBBX6GptlTYUHRjetXbXaj8abDdRalExNVUjgcNIXHs6Iz4+THaH0RdflEKjUcvm6JAatktvWz7z6qtHsX17NZ588lyXdtsmTYpGVlaUNTdgPMMWknl5iaK/94wZ8W47jHbvroVCQbBsmffB0a4QHKxCRITaq5I0o9GMm276FHFxobjuujwRRzc66emR1h1kRl1dFwgRt9MWIy8vEUePNrntNigqakdOTozo4jogCAfZ2dH4zW+2YO3at1wuIT16tBlpaRpJruGEECxZkm4nYnV29o953NhrWfcsMWHh4AUF7ot9w2H4UghGGbBYKLZuHc7IkdJh5AqpqRoMDJhPE0jYglDM8vno6BDMmBGPPXvcbx/OcnSkF4xY51bPro2HDgnn9cKF7p3XhBCEhvqmYIUQgvfeuwI///mZ2LTppPVvz7rjOROMWOXAyA6s3hAZGWzNMaqoEMqt5s933oW0vr7bI3eRP+BpSbvU3QNtiY0VsgTFjnMJNEYVjAghHwz9N58QcnLkl3xDnDiwi7WUIgabYIpVbmQ2W4ZsmVI7jMTNA2KLdakFI0eTfW+QOgsIAMLCgpCQEIbaWs865YyEHWspO9IBgjgnRei1FMdbbsGIUoqvvirDuefmuJUx4M+wsMOyMmHiUFfXiXvu+RZnnz3JYW6FIwghWLNmEnbsqB73LVNPnhRs32yCJiYzZsSjuLjdrWO4a1cN5s1LRlSUNN01HREXF+q2u5ZSio6Ofrz++jGkpDyF/PxW/PvfF2PSJHnaEKenR6Kpqduu1X1dXRdSUjSSiDNr106GXt+PnTvdCyItKWmXdLf3wQfPAiC4Abu7nTdksFgoduyoHjX0XgwWL05DebnOWs4THf0Yfv7zr0Z9/f79dYiODpHsOM2aleBhSZreWo4oNszdtWPH8PnkbB535EgjNBq1qItxW9g8eOR8gW04id2RbO3aSdi1q8btQPKqqg4AkPxaw+bvns5JDh1qRHh4kCSB91KiUBD87GdnglLgs89KALgjGAnnitii/erV2dizpxZabR9mzkxAXl4iCgraxhTJ6+o6A1YwYuXG7pallZS0gxBpXJEjUSgIkpLEbxgVaIzlMLpr6L8XAdjg4IsjMnKUpDELu1jlRnp9PyiVx6kDiJcHFKiCkRzlf4BQllZbK8645TrWKSkR6OjoR1+fOC40gDmMxD/eCQnyCkbHjjWjsbEbGzaMj3I0QGhZrFAQlJXpYDJZcOONn8Jspnj11Q1ulWyuXp0Fna7PbYdMoJGf3wqNRo2sLHFzbwAht8ZgMLp8rRscNGP//nqsWiVPORojLi7MbcHoySf3ISbmMdx66+egFLj//pW49NLpEo3wdDIyIkGpfROCurpO0cvRGBs3Tkd8fBhee+2Yyz9jNltQXq6TNEz/5pvn4e23NwJwbePowIF61Nd34bLLpPtbMTHq4MEGq1vl1VdH75x24EADFi9Ok6yj7OzZiaiq6rDmsLiKFNlmjKSkCCQn25fu7ds3dnnW9u3VWLUqy7p4Fxu2uK6psd8Uq6zUA4DomUHnnpuDvj4T9u+vc+vn5HcYeZbRcvhwI844I0X0zn9ykJeXiEmTovHFF0IHWRZ27brDSFxxcd264S6Zc+YkYdasRHR1DYx5b62v70J6ujTiqtRkZ0cjPDzI7S6YJSVaZGVFi5ojOBbJyRE8w2i0JyilTUPfdgJIHPrqoJTWUEo964HHGZP29l5ERQVL6gBISdFAoSDWDARvYTcYObqkAeJ17pJLxMjIiERrqwEDA561uh2J2IGMo5GVFS1aSRpboEl9rKXo7tbS0iOJYMQcRnJ15/riixIQAlxwQa4sv08O1GolsrKiUFKixV13fY0dO6rx4osXYvJk93ZjmY3+yJEmJ68MbI4da0ZeXpIk+Wdsl/Drr8tcev3Jky3o7zeJ0pbeHeLi3A+bf/HFwwCERWZ+/s/x8MPOs7HEhC1ubRcMpaVaScqHACA0NAjr1+e4lc1TW9uJgQGz5OUBbHHmimD04YcFCA5WYsOGaZKNZ8GCFBAilJo5K+fp7h7AqVOtWLJEOscT+xyyEiFXKS/Xid4hzZZ585KtItb550/Bzp3Vo5buNTZ2o6xMJ2lGGDtPR4a7s/Bvd+8hzli9OhsqlcKtgHQAqKrSIyoqGNHR0row2SakJyVpRqMZx441u51f5C8QQnD++VOGMh5NLodes3mm2C641auzERkZjLQ0DZYty7B+pkcrNTUazWhu7glYh5FCQTB9erzDBiZjcfRoE+bOFd8tPRpSdBgPNMYqSQsmhPwHQDWAVwC8CqCaEPI6IUR83yoHbW3SdxtTqRRITdWI5jCSzz3CxABxHUZSl0mxi7htxwNPMRgG0dtrlLwkDQAyMyNRW9spiqAhp5sLgGiOrr4+I7q7ByXLMDIaLW4H/XnKl1+WYcmSdFncaXKyYEEqPvigAC+8cBj33rsMN9441+33mDYtDuHhQThyxP0uNoFCf78Jhw83YtkyaRarS5dmICkpHL/5zRaXxPFjxwRxToruVWMRHx/mVoZRXV0nqqo68OST56C6+i5JMoOcwTLl2HWtq2sAdXVd1q5YUjBlSiyamrphMrmWY8QW3lI6jADXMxgtFoqPPirC+vVTJA2C1WiCMX9+Ct5884TTMv/Nm8tgsVCcdZZ0GXLr1k1GVFQwNm1yPTWir8+Ihgbxw/BtsV3Ybdw4HZ2dAzhxwnEJyokTQl4LC4uWgri4MMTGhjoQjPRIS9OInquj0QRj5cpM/Pe/+S5/pgCgsLBdkoD0kbC5mScOo/z8VvT3myTJ5ZKL88/PRW+vEbt21bghGHUjMjJY9O5uarUS1dV34fDh26FWK62CEev4ePo4ekCp+B0z5WTKlFhrjpor6PV9KCnRynrOJSfzkrSx/IP3AwgCkEEpnU8pnQcgE4AKwAMyjG3CIVe5UUZGpGj5NGxHQupxx8eHQaVSiJZR097eC5VKIXlXgZGTfW+Q61gDgsPIYDB63DXDlmFxTp6wbrHcc6yVtVQOI8D7jk2u0NjYjcOHG8dNdzRbNm6cjpAQFf7857Pw2GPrPHoPpVKBefOSx7XD6PDhRgwOmrFihTSOHpVKgb/9bS36+kxOO7oAgtspKipY8nbRI3E3w2jXLsFMvXbtZJ+VWzAhnF3XWPv6mTOlE4ySkyNAqesLSLkCSIedxsI8QKfrw8aN7592zd+7txb19V244ooZko4HAO66azGqqzvw8MO7rI85EgW+/LIMiYnhOOusbMnGEhGhxurV2di1y/WAZTn+dvPmDXepYy7X7dsdd6Zk4bdSnt+AIG46Eoykcu7ddtsZqKnpdHljglKK/PwWSZoUjEStViIyMtgjh9EPPwjlhVIKfFKzZk021GolPvmkGGyP1BWHkdjlaIyYmFDrtS42NhS5ubGjdtlj1z6pAuLlYMqUWFRXd1jLAZ1x8CBrHiCdW3MkSUnhaG01jPusy7EYawa0EcBPKKXWFfrQ978Yeo4jMu3tvZKXdgHCwjrQHEYKBUFamgb19eIJRvHxYZK2pwdOn+x7AxMw5DhHMjMF8UUMYVGr7UVoqEr0nZiRiJ3PxeqVpXAYeRsy6Q6bNwtlQuMpv4hx7bV56Ov7Ex58cLVXn+UFC1Jw7Fiz252hAgXWoUfKjmSshMQVa/mxY82YNy9Z8uvvSOLiwtDR0e/yLv/OnTWIigqWZdE2GlFRwYiIUFs3HQoKhKwHKR1G7nZTLSnRIjIyWHL3a0xMKIKCFNZx7d5dg08/Lcb69Zuwb99wPsxrrx2DRqPGZZdJLxjdeONcTJ8ej927h0Uadq9msABu1jZbSubMSUJlpd7lc5yVukh5PjGh+kc/moW0tEjk5saO2pmyoKANSUnhkm8wTZ0ad9q1qqxMK1lpHrs+2nbVG4uWFgO02j6rw0RqEhLCPBKMDhxoQEJCmOQ5S1ISHq7GokVp2LLFtpPf2IJRY2O3ZKHsI1m6NAMHDtQ7dPyzz++MGdIKrFKSmxsLi4W6HINx4EA9CIGsZZDJyREwGi1OOzyOZ8YSjCyU0tOuHpTSHgATV2KTkLY2g+TCCyAsrOvru0QpN5IjqJshCF1ide7qk2XMYpZJMXFBHoeRIBiNDIX0BLmOdXi4GjExIaK551ib1UB3GH3xRSkyM6Nkm3gGIgsWpKK31+h2HX2gsHdvHaZPj5f02uFq2XBvrxFHjjT6pISBlSC7Ounbs6cWK1Zk+jTMlRCC9PRIqxCen9+KkBCV6DkrtrBrnquCUWmpFlOnxkkuAA53q7EXZIqK2rF8+eu4//7vcepUK/7733zccMMchIfLk54w0l3BOjcyvvuuEvX1XbjyypmSjyUtTQOLhVrvX84oKGiFSqWwdp2UAqHT3914+eWLAADnnTcF335b4XA+V1jYJrm7CBAEo8bGbmsJUmNjN1paDHZuKDFJSoqAQkFcdu2xrlFSdLV0REJCuNslaUajGV9+WYp16ybLLv6LzcKFqdbQ8/DwIKfXvspKPSZPjpZhZMDy5RloaTHgvfdOnbZuO35ccOtK0cxCLlg5rKtlaT/80ICZMxMkrxCxxd1NlPHIWLMgSgiJIYTEjvwCMD63YX0IpXSoJE0e90h/v0mUxWp7ey8iItSyJNVnZESK5h7RaqXPiwIEi3h0dIgo42bZG1LnLgHiOoza23sl3y1kiOmeYw4jKXbNhzMDpBWM+vqM+O67SmzYMDXgJ3RSwhwk47FTmsVCsXdvLVaskM5dBAAhISrExIQ4LRveu7cWRqMFa9ZMknQ8jnBHqO3pGURxcbtflFqwTR5gOOxTShGLXa9dKd+jlOLUqVZZslYAYeLOREnbbmCLFqXhr3/djby8F6HRBOPPf14ty3gA2DnQ1GqltUU345VXjiAuLhQbN0rfXY/lbLmam1hY2I7c3FhJm60Awt8tKkoIb77rrsUwGi348MNCu9dQSlFc3C5Le3aWt8XEvd27hfJTqT7vCgVBTEyIy2X+O3ZUQ6kkWLBAnpw3dxxGTz21D2lp/8Cdd34Nna4Pl18uvZNPahYuHHarLFqUhsbGbvT3O87j6+kZRFNTjywt3QHg+uvnYNGiNFx77ccID/8bnn/+oPW548ebMXeu/G5dMWHHsazMuWBEKcUPPzTIvuHEKg24YOSYKABHRvkK3GJJP6WnZxCDg2bZHEaAOKU7colcwHCLerGCmOU41sDwuL2FTd7lEF/i48MQGqoSTTCS61gLoqLYDiNpQq8B6R1GO3ZUo7fXOC7zi8SE5XewfJjxxMmTLdDr+yXLL7IlNVXjsEvhe++dwocfFgAAPv20GEolkWU8I3FHCMnPbwGlkMxx4A7MYWSxUBw71ix5WDjblHAlILyurgtNTT2yTeDT0yOtYojBYAQA7NnzYxw4cCsefPAsqNVKPPfc+bIG/NuWMa1fn4OPPiq0zlPKy3X49NNi/PjH8xAcLP3G2nC30NMFo9raTjsXCaUUR482yeZiYeTkxGLOnCR88kmx3eOtrQZ0dg5g2jTpBaNZswSR7733TmHq1Gdx9dX/Q1JSuJ1wIDaxsaNnqFFK0dDQhf5+Eyil+PDDQqxcmWUV2aRGEIxGdxgdO9aE3/1uK774ogR/+tP3aGzsxksvHQEAnH22/OK/2LBuqQCs17LRSqRYNz25BKOwsCBs334TXn11A6ZPj8evf70FBQVC2PiJEy2YN0/ez6/YJCaGQ6NRu+QwOnGiBTpdH5YulXYDbCRiN9UJREYVjCil2ZTSyZTSSQ6+Jss5yImAnIHGYoYDyy0GDA6aRXFlCOOW3qkD2O8Oe4NW2wuFgkjeYhUQyiAyM6NEKUmTy80FiOtCa2kxIDIyWBL3nEajRlCQwqOuJO7wxRelCA8PwurV2ZL+nkAnPFyNjIxIFBf7piTtxIlmzJ//MubPf3nUXU1P+fjjIigUBOefnyvq+zoiJcWxYHTNNf/DVVd9hF/+cjNeeOEwbr55HiIi5G+26o4QsmzZ6wCA+fN9LxhlZESiqakbpaVadHUNSC4YRUeHgBDXhDUWxiplu3hb0tM11vspcxjNnp0IQgj+/OfV6On5A665Jk+WsTBs81uuuGIm6uq6cOhQIyiluPferVCrlbj77mWyjIWJoiOdLMXF7cjNfRaTJ/8L779/CgBQVdWB2tpOrFolv3i7ceN07N1ba1c6J1d4OiA4jObOTcLjj+9DS4sBt902Hx9+eKXkzr3RPlOPPLIL6elP46KL/ovNm8tQVqbDzTe73/XTUxISwtHe3utwQ9ZksuDyyz/AE0/sw8UXv4e0tEh8+OGVAIClS9MREyPPXFpKbEVfdi2rru5w+FrmhJFLMAIE0ei2287A5s3XwWSyYPPmMmzZUo7eXiMuvDCwNwQJIcjNjbMG3o/Fm28eh1qtlMWtaQsTjMSKvAhEpN/u4LjEcD5N4DmMWG2n1NgGSHtTJmSxUGi18uTqAMK4xejApNX2ISYmRPLQTEZWVrSIJWlyiXNR0On60Ntr9Dpku6XFIEl+ESDcINkETSoopfjyy1Kcc06OLCWjgc706fE+cRiZzRbccMMnyM8Xwoy/+qoUl18uTtZJX58RmzadxMqVmZIHEgNASkoEdu6sGfX5558/hNtum4/nn79Q8rE4wlWHkW2pE7vv+JL09EhQCnz5ZSkASC4YKZUKxMSE2glrn35ajFmzEnDgQD3S0yOtJYX799chJERl1zpdStLTI9HR0Y+enkEYDMLfyTarKChI2tIqR7DOWr/73TJs2DAVQUEKfPBBAcrKtPj002I8/vg62eZJsbHCvXakYPT668cwOGhGdnY0brrpU+TlJWH/fiEo3BfloZdeOh1/+ctObN5chh//eD6AYcGIlYtJCSEEb7+9EW++eQLXXpsn+WcKEP42jkpaBgfN+Mc/DgAAtm2rwrZtVZgyJRZXXjlL8jExEhLCYDRa0Nk5YLcpWV/fhYyMpwEI53dfnwl/+MMKpKRo0NDwWyiVgVsKZQshBI8/vg79/SZrmHJVVYfD17IyRjkFI0ZycgSysqKwbVsVDh5sRGxsqDVQPZBZtiwdr79+HEajedRr+OCgGZs25ePii6fJFnPBCAlRITExXLQN6UBEslUEIeR1ABcBaKWUzh567M8AfgKAyYh/pJRulmoMgYSc4dEJCeFQq5WiiQFyhenatqhfsMBz23BHRz8sFiqrYNTaasDAgMkrS7pW2yfrRTIzMxInTjR79R4mkwV6fb+sDiNAEBW9tbW3tPRIUo7GSEwMR2urdILRyZMtqKvrwoMPniXZ7xhPTJ8ejzfeOA5Kqax5AJs2nUR+fis2bdqIm2/+DIcPN4omGP3pT9+jqqoDr7yyQZT3c0ZqqgbNzT2jHsOf/nQBXnrpIlnG4ggmXDsTalknsrfeutQvsiFY+cyLLx5GUJBC0o5WjLg4+/KZjRvft3v+hx9uw6JFaThwoAFnnpkqm1CTliZc4xsautDTM4jgYCVUKt+FkgNAZGQwOjruQ2RkMAgR3HwvvHAISqUCs2cnyuYuAgT3qkqlsBOMXnjhEJ54Yh/WrMnGu+9ejlmzXsAll7yHnJwYJCaGy5IZNJK5c5OQnByBLVsq7AQjtVppzVCUmry8JDz55Lmy/C5A+Eyxa4st27dXoaOjH198cQ0GB83Yt68Ov/71Esk7y9rCqhva2gx2gpGty+a++1ZYBUlguPxxvHDvvcsBCJvKarUSVVV6h687caIF2dnR0GjkC1225YYb5uCRR3YDAP7whxU+EcnFZsGCVDz33CHU1HSOKsRt3lyG9vZeWZ13tohZwRCISHmX/Q+A8xw8/jSldN7QFxeLhpCzJE2hsO+64g1tbQbZMozEckaxxYLcIoazMFhnaLXyOXUAIfi6pUUQujyFdSOS71izcktxutJJeW47ywzwFtYiVo5SpPHA9Onx6OkZ9Ppz6g4mkwV//etuzJ+fjGuvzcO0aXHWNrnesn17FZ555gDuuGMh1q2Tp4o8JSUCg4Nmu8Uqc4Fs2DAVTz+9XpZxjEZEhBpqtdJpSRpri+4vrYrPPDMVarUSlZV6rF8/RZYsHNvyGbN5uM/J4sVpiI4OwUMP7YRe34fDhxuxcqV8JU22WRIGg9EnpY2OiIoKsYqLDz20GuHhagwMmPDqqxtkcwUDglNiZFbOHXcIU+1ZsxKQlBSB99+/AhUVOmzZUoE1a7J9IooSQqzd0tj5VVKixZQpsT7tSiglsbGhDkOvP/20GBERaqxbNxmXXTYDTz55ruzORjbXGRn5YDIJf5uQEJWdWDSeUSgIsrKiRnUYHT/e7NNsuw0bplm/v/de+cRoKWFlvaOVAQLAG28cR3JyBNavnyLPoEaQmRk1oUvSXLoqE0KUhJBUQkgm+3L2M5TSXQBc65HHkbUkDRAnHLi314i+PpNsYkBCQjiCghRe5wGxYy2XW2e4lM67cWu1fbLesNm4vVlADx9r+fKiAPHyuaT8PAoOI+kEo507azBtWty42wWUCtblSc6ytH//+yjKynR44IFVIIRg0qQYUXLDjh5twqWXvo8pU2Lx2GPrRBipa7BzzfaawRauGzZMRWiofDvmjiCEIC4u1KnDqK9PEMlDQ/2jlFOtVuIf/zgXCQlhsjkGBYeRcJxYuDQA3HzzPPzqV4uweXMZnn/+EEwmCy69VL48CVvBqKdn0K4czV+YOzcZpaW/RFXVXbJlO9kymjDxu98JDoq1ayfjd79bjoSEMNx333K5h2flvPNyoNf34+DBBgCCw0iO/CJfERcXiu5uocGNLfv21WP58gyflo7bOoxsYeW5u3bdLPeQfMqkSTEOBSODYRClpVqfBk0vWJCC++9ficLCX4yL/CjAuWB0/HgzPv+8BDfcMMdnjtKMjEjU1naK0ngpEHF61AkhvwLQAmArgK+Gvr704nf+khBykhDyOiEkZrQXEUJuJ4QcJoQcbmsbf62OR9LWZoBarZRttywz0/v242xCIpeIIZYzSm6HkVjp+jqdvCVpw9Z/7wUjuY+1t+eIxUIlD3R3p42tu5jNFuzZU4uzzsqS5P3HI3ILRr29Rjz44A6sWpWFSy4RFtxZWVE4ebIFDQ2enb8dHf24886vsXbtW4iODsG2bTfKuqBOSWEdmoZzOnp7BbHBXxb2yckRaGkZW6jt6xPG7GuBy5Y77liE1tZ7rfkaUmPrUmEusfj4MFx3XR5uvXU+KAUeeGA7srKiZBsTAKSlCecYE4z8xWE0kpiYUOs9VG5sBSPmEHnoodVWBy4APProOrS23ov58+Vp2+6IdesmgxAht6evz4iyMp1PyuPkgs3fmPPaZLLgyis/xMmTLViwwHd/B2B4s3qkmM4EI1+VX/mKnJwYlJVpTxMHjhxpAqXw6edGqVTg4YfP9hsHrBikp0dCqSSjCka/+c0WhISo8POfnynvwGyYOjVOdhe6P+GKTHcXgGmU0lmU0ryhrzke/r4XAeQAmAegCcBTo72QUvoKpfRMSumZCQnj50MxGmxxKpc1OCMjEg0NXXZWc3dhNz05XS8ZGVFeu0fYrqn8Iob345azJM12Yu4pbMEh17EODmbBdN4d687OfpjN0uZcJSaGo6dn0Lo4FRPWTWn5cvm73wQqKSkR0GjUsghGlFLccstnaGsz4OGH11hLVtavzwEALFjwijVY01X6+oy44IJ38OyzB3HmmanYtu1GuwWiHDhyGLGub/7i1klOjnAYPGuLvzmMfIEjh9HTT6+HRhOMrKxoPPTQapx//hR8/vk1spZchYYGIS4uFA0N3TAYjAgP9x9Rz1+wFYyYYCtnHo6rxMWFYc6cJGzfXo0DB+phMlmwdKn8jiy5YHNlNi9qbOzGRx8VAoBXuZxiMOwwsheMursHAMBvhVmpmDcvGZ2dA6e5jLZtq4RCQbBqFd+MExOVSoH09EiHglFlpR47dlTj/vtXYtKkUX0mkjNnjuAqO3myxWdj8CWuCEZ1AEQp2qOUtlBKzZRSC4BXASwS433HAzpdv6xiQEZGFMxm6nTiPBZsQhITI32bd0Z6uvct6uV2vWg0wYiKCvZq3AMDJhgMRpkFo+FwUU+Ru/wPECeYTo5zZLQJmhiw9qRyBdKPB1hr14oKx0GXYvLii4fx/vsF+Nvf1tpNPDdsmIa9e2+B2Uyxbt3bLguf//d/2xEW9jfs31+PDz64Alu33uCTDi5MMLIdt7+5dZKTI+wcUI7wtzH7goSEcBgMRvT1Ga0OI1vR4YEHzsLmzddZJ9FykpYW6fcOI1/iSDDyF4ffSFavzsb331fhlls+R1RUMFavzvb1kCSDzd+YEMvEdAA+KV20JSwsCGFhQaOWpGk0/nn+SAXrmnf0qH2H42+/rcTChal2weAcccjOjrYryb/66o9w8cXv4o03joEQ4MYbfRN2zcjLE+51J05wwWg0KgHsIIT8gRDyW/blyS8jhNh6+DYCOOXJ+4xH9Po+WWtRxQiQ1uv7AcjtMBImihaL5zWkWm0f1GqlrDuTGRlRqK/33MbIdqTkFF6iooIRHh4UUCVpAHOh+b9gxNqcS5FjxAQjOdoTjycmTYpGZaW0gpHJZMFjj+3FypWZDvNDli3LwJYt16Ojox9nn/0WjhxpHPP9KKV4+OFdAITuKXK2Yh5JSIgKKSkRdruEzK3jy3wOW1JSItDS0jPmPYQt5PxlzL6AtYFvaTFYHUb+4uZhG0cGAxeMHBEbG3JaOaE/OowA4KabhEVgdXUH3npr47gufWJzZSbmMWH6rbcu9YuswcTE8NPKdZlg5K+Co1TMnp0IlUqBw4eH77+7dtXgwIF6XHbZDB+ObPySlBRhJ1i+/34BvviiFI88shuXXDJddsf0SKKjQ6yxARMRVwSjWgj5RWoAGpuvMSGEvAtgP4BphJB6QsitAB4nhOQTQk4CWAPgNx6PfJyh08kbaMw+eN4kvrOSNDmFrvT0SBiNFq8W2YI4FyJrZxAhe8nzY812pOR0GBFCkJYW6ZVgpNX2IjRUJetkVYxAd3kcRqwriRSCUTuys6Mn3CTPWyZPFoIuvRGknfHZZ8Wore3Eb3+7dNRr0BlnpGDz5mvR1TWAM898FVOnPovnnjvoMGyxo0MQ7lesyMSrr26QbNyukpVlv0vojyVpZjMds1NaX58JhADBwYHfrthTkpIEQbu5uccqOvjL9SQ9XePXode+Ji4uDD09QrjysMPIPwWj+fNTcOLEz3DkyO24+OJpzn8ggGEbfkzMY38bOboju0JWVtRpJUE9PYMICVH5LGjYV4SEqLB8eQY++qgQFguF2WzBb36zBRkZkfjVr3hxjBTEx4eO6rh/8slzZB6NY+bMSZqwgpHTGRyl9C+evDGl9BoHD7/myXtNBHS6PixcKJ/FUYxuUr4oSWPjrq/vsu6Auote3y97Z4HU1AicONHs8c/7wmEECDlG3pTStbfLG9QNCOdId/cgOjv7ERXl2bk5HhxGM2eO/+w3sZk8OQaDg2Y0NnZL0tbYYqG4//7tyMmJwYYNU8d87fLlmSgs/AXeeOM4PvusBL/61dc4erQJzz9/gV2pFNsR/vnPz5Sl3bozsrKicOTIsI3f38q72H2jqaln1IVaX58RISEqn7Qb9xeGHUY9YDqlv4gO6emRaGvrhdlMERHhH2PyJ9jmo17fZ3WH+avDCIBPyhp9AdvwG3YY+ZeYnpMTg6++KrN7bCKXff7kJ2fg+us/wS9+8RU6Ovpx9GgT3nvvcr+5l4034uPDoNf3wWSynCZQ5uTIX2LviDlzkrB5cxn6+00TzoHsSpe0BELIE4SQzYSQ79mXHIObSMjtMIqODkF4eJDXJWlKJUFkpHwWYuaM8kboEgQjeeuPU1M1aGkxeBwy7guHEYAhh5F3GUZylqMBtueI99lLgZhhZDJZUFLSjpkzx2+3GamYPFkIVJSqLG379ioUF7fjoYfWQKl0vmMbFxeGe+5Zhp07b8Z99y3Hf/5zHBdf/J5dUDoTHJkA6Wuys6NRW9tpdWn5W0kaE0LGyu/r6zNN+EVBUpJtSZp/OYzYNV6n6/ObMfkTtqVP/hx6PdGIiFAjKEhhnV/4299mypRYtLQYrGVoANDTY5ywgtGVV87CwoWpePnlI3j//QJcd10errrKdyXf4534+DBQOly9wrjhBk/7bIlPXl4izGaK0lL3mpKMB1zxGL4DoBjAJAB/AVAN4JCEY5pw9Peb0NdnktX1QghBZqZ3WS86XR+io+Uv7QK869wld14UILSbtliox24SXzmM0tM1aGzs9rhER+7OboA47rn29l4EByslnShpNGoEBytFdxhVVekxMGDmDiMPkFowevfdU9Bo1Ni4cbpbP6dQEDz66Dq88cYl2LatEpdd9gG2bavEd99VWoUPVkLka7KyojA4aLaOy99K0lJShIr6sQUjo9+M11cwAVIoSfOvsibbbDZW2ssZxrYbl7+JfRMZQgji48OsG4D+5r5kLo6KCp31sYnsMFKrldi79xZs3XoDqqruwttvb5zQrlOpYZuo7e291jXHpZdOx+uvX+LLYdnB5tUFBa0+Hon8uCIYxVFKXwNgpJTupJTeAuBsicc1ofBFe3rA+xb1en2/7GNOSAhDcLDSa2eULxxGAJx25xkNXzqMjEaLdUfMXXxR/se6u3l6rIFhZ5SUkwNCCBITw0V3GLHAay4YuU9mZhQUCiKJYGQyWfC//xXh0kune7xAuOmmeXj11Q345ptyrFv3Ns455218+20FAGHs/kBWVjQAoKamA4D/LYq4w8g11GolYmND0dLifxlGttc25oTiDMMdRv5LfHyY9Z7vb3+bnBxhw6S8nAtGjKAgJdatm4zs7GguFkkMc/S3t/daPxvLlqX7VX7WtGnxCA1V4cCBel8PRXZc+Ssw73sTIeRCQsh8AP5RTDhOYPXM8gtG3rUf94VThxAyFCDt7bjlFYxSUoRJbWOjZwHSWm0fQkNVsi9i0tIEoctTR1cgHmtAyF6So5QuISFcdIdRUVE7AGDGDC4YuYtarURGRiQqKsQXjIqK2tDR0Y9zz83x6n1uvfUM/PSnC6z//9prxxAdHeJxXpfYZGUJwhULT/W3krSICDXCw4PQ1DT69UEQjPxjvL4kKSncL7uk2Z7r/uKs8yfYxlJ7e6/f/e0mOvHxYdYNOH/LMJo2LR6EAAUFbdbHursHJrRgxJEPR4KRv2xSMNRqJZYty8DOnTW+HorsuCIYPUIIiQJwN4B7APwbvLuZqPhSMGpu7sHAgMmjn9fp5BcDgOGWup5gsVB0dMjvemFlEGMtUsZCq5U/PBoYdut4kmNEKfWJCy04WIXY2FAvBSN5spcSE8UXjEpKtEhJiZA1W2w8kZ0dbXXHiMmxY0Lo/RlnpHj9Xs88cx4qK+/EddflARgupfMHhh1GgnuVTfz8ZVEECNfjsRyILPR6opOUFGHtkhYUpEBQkP90jZs+Xcho8xdnnT/B5huNjd1+52KZ6CQkhPtthlFEhBo5ObF2XaAmusOIIx9szt3W1mvjavWPz4YtZ52VhZMnW6xr94mCU8GIUvolpbSTUnqKUrqGUrqAUvq5HIObKPhKMGJ5QJ6W7vhCDAC8K6Xr6hoApfJ2dgOGyyA8FTH0enlD0RnsHGlocH/cfX0mDA6afSIqpqaOvSB0hlyCUUJCGNraxBWMSku1mDo1zvkLOQ4Z2RZeLI4ebUJoqMouf8VTQkJUmDQpBg88sArz5yfj/vtXijBCcYiIUCMuLtTqMOrpGURYWJBLId9ykZl5evtoW3hJmkBycoTVYeRvO71vv70R//nPJZg7N9nXQ/E7QkJUiIsLRUNDl9+VE0504uNDTxOM/Olak5eXiPz84XwWLhhx5GJYMDL4nZhqy+rV2aAU2L17YrmMXOmSNpUQso0Qcmro/+cQQu6XfmgTB72+H4D8IsZwro5nIobvHEYaNDR4FsTM8qLkdhip1UrEx4d5Jc754lgnJYVDqSQeObp8dawB4dwOFIdRS4sBlHoWKu4ILhh5R1ZWFBobu2E0mkV93xMnWjBnTpKowsm0afE4evSn2LhxhmjvKQa2ops/LjhycmLGzKnq7+claQArSRMcRv6203vmmam46aZ5vh6G3yLcA3usCy/umPMP4uPDoNP1wWy2oK/PCKWSICjIf8T0OXOSUFamtZ43PT2D0Gj86/rNGZ+EhKgQFRU8otGC/517ixalISRENeHK0ly5Sr0K4A8YyjKilJ4EcLWUg5po+MphZGtbdhdW2uUL10tqqgYmk2dBzL4S5wDvRIyOjn5ER8s/ZqVSgeTkCI8cRoF6rE0mC/R6eTKMMjIi0d9v8jhUfCR6fR/a23u5YOQFWVlRsFioV50YHVFRoZswf5esrChrWZ+/CkZtbb3o7h5w+LzQJc2/BBJfkJwcge7uQbS19frlxJ0zOmlpkUMOI6Hjn0LBA3v9AdY6nAWSh4UF+VWY8pw5SaB0uHmGP16/OeMXVh3gzw6j4GAVli5Nx44d1b4eiqy4IhiFUUoPjnjMs9AbjkN0uj4olUT2zBEWDuyJ66W7ewAWC/WZewTwzBnlS9dLSkqExw4jXwlGwPDE012YEOqbc0TI3vDUhUYpZBGMxG7jXlYmdDfJzeV9CTxlZAaPGAwMmFBf3+VXWUNSkp0djerqDlBK0d3tfzvUw+2jHX/ueOi1AGt6UFDQhqgonokWSKSlCU7s3l7/KyecyNi2DvfH0te8vEQAwMmTLUMuKBMXjDiykZIibPb6c4YRIOQYHT/ejI6Ofl8PRTZcEYzaCSE5ACgAEEKuANAk6agmGEJpV6jsuwwJCUK5kSfCy7AY4Bv3COCZM+r/27v38Djv+s77n680OkuWZFmWj1Fsxwlh0xSCt0A4tIRtCKXl8EDZZsuWbbkKtPTAs2yX0m2vQvfptk+X7sN2t+2WvUqhXaDbaynbLodwXkq7LZADEEIODnbixLFlx7JljU4zmvk9f9xza2bk0WhG1tz37zfzfl2XLkuynHxz57ak+6Pv9/tLu+tlq+N/aZw2Fou/8WxWOZxLvu69e7fehRb/mSQDo5MnL23LP++RRy5IUsd0srRCfMrXdi6+fvzxOTnn13LqVpqeHtXSUtQ55+NPqOP/D9/97mzN3486jAiMDh6M/i6cOHExlW5ibN3+/SOamcnq8uUVL39K36nWnwTl2/+bw4fHNTjYo299a2ZtLMi3z99oX3GHUXzv+fb3I/b93995e4waCYzeJumPJD3DzE5Lerukn2llUZ0mrf00XV2mPXuG9dRTzXe9xMFLGt9EXs0oXdodRmfPZlUoFJv6c6urRc3P51LrMIoWn279HkmzC20r90iSgdG1145J2r4Oo0ceuaCuLuuYYKIV4ofk7ewwiv//dsr/l/i/8/jxWS8Do+uvn7ji+OhKPv7kPw0HD+5Yez2Nz+PYun37RuSc9NBDT9Md5pHKwMjHTsbu7i7ddNNu3XvvmbWRXd8+f6N97ds3vK7DyM9773nPO6C+vu6O2mPUyClpJ5xz/0TSpKRnOOde6Jx7rOWVdZCoeySdb8a22vWSdvAibW2ULs0Oo717R1QouKa7Xi5fjr5opxkYXbiwpFyuuSXAaXYYXU1gdP58coHR0FCvpqaGtnUkbXp6VH19fn0TGpL+/oz27Bne1g6jTguMnvWs6OSq++47o7m5ZY2M+PXAOjzcq6NHJ3TffWdr/v7SUp4lwYrGM3t7uyVJO3em8/UHW7N/fxT23X//ObrDPOJ7h5Ekvfzl1+lv//aUHn446lgmMEJS9u4dUS5XWNsh6ePfDyn6PvG5zz1AYCRJZvYvK18kvUXST1e8jW0yN7eSWhgQz4s2K82RtL6+jHbuHNhy3T09Xal8EtpqiJFmOCdFgZEknTvX3PHvFy8uy0waHQ0rMEqyw0iKQoTtHEljHO3qRUubt6/D6Ikn5pTJdK39XWp3Bw7s0MTEgO6776yefPKyDhwYSbukK9xyy17dd9+V0/XOOU5JK8lkunTjjbsk0WEUmnj/VC5X0MREMl/LsLnqDiM/l+u/9rU3yjnpYx/7jiQCIyQn/t493sfp6w4jKdpjdO+90Q/FOkG9DqOR0ssxRSNo+0svb5V0S+tL6xxpLjTet29ri5jTHEmTynOuzYq7udI4lWKrnVHxUrU0O4wk6ezZ5uq+eHFJo6P9qZzOEte8le65ODCamEjm3j58uP4R341yzhEYbZPKY+G3w5kzWU1NDXXMSUVmpltu2avPf/6EFhbyuuaa0bRLusItt+zR44/P6fz56iA8m83JOSV+CIWv4q/xLNIPS9xhJNEd5pP+/oyGh3t17tyCtx1GN920W/v2jejDH75fUjo/GEZniruwv/WtGUnyMlCNvfjF0yoWnb761dNpl5KIDQMj59x7nHPvkXRA0i3OuXc4594h6TmSrkmqwE4QBUbpfHO6d++Inn56selxozRPwJKi8GWrS6/T+uK31a6XcAOj5dQCxd7ebu3aNbjlDqOhoZ7EvlAdPjyuU6fmlM8393dwvZmZBWWzOR7stsH09KhOnZrb0il7tZw5k13bvdYpvv/7p9dCt3hXl09e/OJpSdIXvnCy6v3xCHAanZE+et/77tArX3mDXvvaZ6ZdCpowOTm49j0DHUZ+mZoa0tmz0ddrHzsozEwve9kRzc1Fnws7ZZQa6Yt/4PnNb85oZKTX6x+yPfvZ0eh9HG61u0aWXk9JylW8nSu9D9vk0qXl1L45jbtettI90tfXnVrb/tZ3Ly2nPtrVbN1xN1eIgVGaP5nat29kSwvdZ2eXEg26Dh0aU7HodOrU1XW0cELa9pmeHlUuV9jSsvdazpyZX/tc2yl+6qeerfHxfu3fP6Lbbz+SdjlXOHZsn3buHNBddz1a9f74IYlFwZGbb57SX/3VjzGWEhgzW9vDdfPNfMvuk717o+9fL19e8TaYfvnLr1t7vdN+2IH07NjRt/bMMTXl9/dMExOD2rt3WN/+9rm0S0lEI4HRn0r6mpm928zeLemrkj7YyqI6yfLyqpaXV1McSYu+EGwlxEhrtEsqj6Q12wGQ5vH0W929FHcYpVX31NSQpK2FimnuvZiaGtry6W5JBkbxT++udo8RgdH2mZ4ek7R9J6VFHUZ+f/Oz3fbuHdGDD75N99//M16edNLd3aXbbz+iu+56tOrrSNxhxEgaQvcXf/E6Pe95B6oe/pG++MTcubkV7djh3+dGSXrlK2/Q93zPbv3szx7zussD7eeGG6LvYXfvHkq5ks0dObJz23aQ+q6RU9J+U9JPSrpYevlJ59xvtbqwThEvy0pz6bXU/JjU7Gx6wYsUfcFdXS3qwoXmThxLs8NIirp1zp1rrua0R9L6+jIaH+8PrsNoamq46UXdUnxvJx8YXe0eo+PHL6i3t9vLfTGhmZ6OruF2nJSWzxf09NOLHflT2qmpYa+XJd9xxxHNzCxUtZTHX5N9/ck/0KgXvWhaf//3b/L672AnilcqzM/722HU15fRN7/5Vv3+778i7VLQYeKDFpLaI3o1rr12TI89dintMhJR75S0HaVfd0p6TNKflV4eL70P2yDtMKDcYRTOfhrp6k4cSzPE2L17aAunjS2pu9tSHQnYs2d4ix1GaV7rQc3MNB8YXbyY7Ejavn0j6u3t3obAaFaHD4+ru7uRxlHUs50dRvE92GkdRiGIR+Uqx9LikTQ6jAC0wt69I5qf93+5floTBOhsz3/+QUkK4lTZQ4fGdPZsVqurxbRLabl6TxYfKf16j6S7K17it7EN0g6MJicH1dVlWxhJS3fcKP5pfTNBV7HodOlSul0vWwmM4lP00vzi3Wxg5JxLvFNnvampYS0u5pXN5jb/4ApJd0Z1d3dpenr0qgOjEycuspxym+zY0aexsf5t6TCKP7d2YoeR7/buHdGznrVHn/zk8bX3nT59WVL5hxIAsJ0qf3jArjSg2utf/4/07/7dbXrve29Pu5RNvfOdL1A2+y5lMu3/g9p6p6T9cOnXQ865wxUvh5xzh5Mrsb3FP81MKzDq7u7Snj3NnzgWhxhp2UqH0eXLK3IuvZPdpLjrpblOnUuXVlK91lLzgdHiYl75fDH1cE5S0wFdGuOWR47s1He/u/XAyDmnkycv6fDhse0rqsNNT49uS4dRHGrTYeSnO++8SX/7t6f0yU8+IinaJbZjRx9HSQNoicrOCcYFgWr9/Rm9610v8rr7LjY01Kuenu60y0hEvZG0W+q9JFlkO0u7w0iKHmSaHUm7fDndZX3xw1czgdHFi0uS0lseLUVdL3NzK1pZWW34z1y8uJR6YBQtkG48eIlPdkt76bWkpgK6paW8lpdXEx+3vO66cR0/fkHObe0Y99nZJV2+vKJDh+gw2i7T02PbFBjRYeSzt7/9ebrxxl36hV+4S4uLeX3zmzM6fHiccQwALVHZCXzkCF+zAfiv3pnov1vn95yk27a5lo7kQ2C0b99IU0d6O+dKgVF66W984lgzo3Q+hBhx18v584s6cGBHQ38mGqNL96dQe/YMK5vNKZvNNbRLKe2T3aTykZzNdBildY8cPTqh+fmczp1b2NJRovEpDYykbZ/p6VF96Usn5Zy7qvDgzJmszMoBJvzS29ut//yff0gvfemfav/+/6BLl5b1W7/10rTLAtCmKr9OX3cdK2EB+G/DwMg595IkC+lU8YN1mnPMe/YM6+tff6rhj19ZKSifL6beLrhv34ieeqrx7hEfQozKMalmAqP9+xv72FaJW6hnZrIaHt78G5y0T/+Tyte6uc6oqAst6Q6jo0eja3r8+OyWAqN4/9GhQ2PbWVZHm54e1fx87qoD2zNn5rVr12DHtC2H6LbbDunTn/5x/eqvflE33bRbb3/789IuCUCb6u7u0nvf+4Pq7e3WyIj/YzcAUK/DSJJkZm+T9GHn3KXS2+OS7nTO/UGLa+sIly4tK5Pp0uBgT2o17N49pPPnF1QsOnV1bf6T9MuX/ThFJhqla7zDyKcQo9mul7GxdK91HGKcPZvVkSONBEbp3yNbvdZS8qHi0aMTkqTjxy/ohS+8puk/f/JkHBjRYbRdKk9Ku7rAKMs4WgDuuOM63XHHdWmXAaADvOMdt6ZdAgA0rJG13j8dh0WS5Jy7KOmnW1ZRh/HhBKzdu4dUKESnWjUiDoxGR9PdqxMFXYsNf7wPQVe566W5zqi0dxhNTg5KUsPX24dr3dvbrbGx/qaudfx3IOkOo2uvHVMm06Xjx2e39OdPnLioiYmB1EPcdjI9PSpJV31SWhQYsfAaAAAA4WkkMOq2ijTDzLolpbftuM34EAbEuzUa7cTwIQyQmj+i3oeul2av9fLyqpaXV1PfYTQ5GdX99NPNBUZph4pTU0M6d67xULG8GD3Z653JdOnw4fEtB0YnT16iu2ibVXYYXY0zZ+bpMAIAAECQGgmM7pL0383spWb2UkkfLb0P28CHwKjZ0R1fAqPJyUFlszktLeUb+ngf6h4e7lV/f6bhax2P0aW540qSdu2KO4yaqzvte2RqanhLHUZp7Lk6enSnjh+/sKU/e+LERRZeb7PJyUENDGSuqsOoUCjq7Nms9u8nMAIAAEB4GgmM3inpS5J+pvTyBUn/upVFdZK5uRVvAqNGH6x9CF6k6hPHGnH58ooGBjKpLp81s1JnVDijXZI0ONijwcGepjqMurpMQ0Pp7eaSonukuaXXyzJLpzMqCoxm5Zxr6s8VCkWdOjXHwuttZma65prRq+owOn9+UYWC0759BEYAAAAIz6aBkXOu6Jz7Q+fc60ovf+ScKyRRXCegw2jrtlJ32jVLzY3S+XKtpajjotFwbm4uutZp7uaS4pG0xgOj2dkljY31N7T8fbsdPTqhxcW8nnqq8UXuknT69Lzy+SIdRi0wPT12VYFR/P+SwAgAAAAhauSUtJOSrviRt3PucEsq6jBRYJRuGDAxMaiuLgsuxIj36jQ+3uVHYDQ1NdRwKDA/n5MkL45e3bVrsKkOIx+u9e7dQ5qdXVI+X2ios+zixeXEF17Hjh6NTp87fnxW+/fvaPjPnTgRn5A21oqyOtr09Kjuu+/Mlv88gREAAABC1shI2jFJ/7j08iJJvyfpv7WyqE7iQ4dRV5dpcnKw4dEdXwKjTugwmp/341pLUUDXTGCU9t4lqfkl4xcvLqW2YPzo0QlJanqP0cmTUWBEh9H2m54e1fnzi1pcbGxP2noERgAAAAhZIyNpFypeTjvn3ifpFa0vrf3lcgUtLuZTP0lKai7EmJtbVk9Pl/r60tsFJFXuMAozMGpkV00czo2MpH8w4a5dzY+kpS3uQrtwYamhj5+dXUpl4bUkHTy4Q7293U2flPbYY5dkJh08ONqiyjpXfFLaqVNbG0t76ql5mZWDSwAAACAkmwZGZnZLxcsxM3urGhhlw+Z8OQFLan6vjg/7aYaGejQw0PiJYz4FRvl8UXNzK5t+bDyS5kPdk5PNjaT5EITGp7s1WneaI2nd3V06cmS86cDo1KnL2rt3RL296Qa47Wh6OgrhtnpS2lNPzWv37qFUF+0DAAAAW9VI8PO7Fa+vSjop6fWtKaezxGGADw/WU1PD+upXn2zoYy9fznkRYJiZJiebO3HMh2tdOUq32ThiPJLmyw6jbDan5eVV9ffX/9QxN7es667bmVBlG2s2MEqzw0iKxtKaHUk7dWpO11xDd1ErxB1GW118/dRT84yjAQAAIFibBkbOuZckUUgnisOA4eH0x412725uh5EPwYvU/Cjdjh3pX+t4PGVmJqvrr5+o+7GXL6/ITKkfTy9FHUZSFL4cOFB/KXPUzZX+tW4mMHLO6dKl5dR2GEnR4uvPfva7KhZdwye1PfHEnJ797L0trqwz7ds3ou5uu6oOIwIjAAAAhGrDkTQze1/F67+47vc+2LqSOkf5BKz0H6x37x5SNptraLmrL6NdUuOBkXPOm7qbWdY9P5/TyEj6439SOXxpZGeUL6FiPF7WSGC0tLSq1dViqiOiR4/u1PLyqp588nJDH++cK3UYNX6qGhqXyXTpwIEddBgBAACgI9XbYfTiitffuO73bm5BLR3Hp3GjZhZI+xK8SFHdjdS8tLSqQsF5UXe8iLmRBdKXL694EShK5bo3C1/y+YKWlla9uNaZTJfGx/sbCox8OP2v2ZPSzp9f1MpKgZG0FpqeHttSYLSysqqZmYVNu/EAAAAAX9ULjGyD17FNfOowmpoalqSGxtJ8CowmJwcbOnHMhzAgNjERdb1cuLB5iDE/78e+KKmyw6h+3fG19mGZuyRNTDS2rDsOcNMNjKK9T40uvo5P7yIwap3p6dEtjaTF/2+uvXZsewsCAAAAElJvh1GXmY0rCpXi1+PgiCNftoFPHUbxfppGxqR82U8jRR1GKyuFTYOV8ol06Y9J9fVlNDzc23CI4cP9IVXvMKonPv3Np6ArlA6j/ft3qL8/03CHEYFR601Pj+r06Xnl84WmTjuLu5Lik9YAAACA0NQLjEYl3aNySHRvxe/Vb+dAQ3zqMIq7RxrpevGpw6hyH1C9mnwIAypNTAzowoWlTT/Op2s9Pj6gri7bdASw3GGUfjgnRff26dOb7wTy4R7p6jIdPbpTjzxCh5EvpqfHVCw6nT4931S30GOPXZJEhxEAAADCteFImnPuWufcYefcoRovh5Mssl1ls1Fg5MMpaRMTcWBUP8TI5QpaXvZjP43U+CJmH8KAShMTgw0FRtHS6/TvDykKMyYmBjbt1omvtS91h9RhJEV7jJrpMBoc7Flb7o3tF3cINTuW9vjjl9Tdbdq/nx1GAAAACFO9HUZosfn5FfX1dTc15tAqo6N96u62TR+sfdjzUineB3Tx4nLdj/MlDIhFHUZhdXNJ8T6g+kFXHIT6Mkq3a9fmIZdUGXSlHRjt1IkTF7W6Wtz0Y6MT0ka9OEWvXU1Pj0lS04uvH398TgcO7FAmw5dZAAAAhInvZFMUH5nuAzMrdb001j3iS4gRd1bMztYPMXyru9Gul2iHkR+dOpI0Pt6vixcbC4x86JyTomu9tLSqxcV83Y/z5R45enSn8vni2rhZPXFghNaJr2+zHUaPPXZpLWwCAAAAQkRglCKfxo2kOMSoHwb4ttC40cAortufk7s232HknPMqVJSiPUabdXP5GBhJmy/r9icwmpCkhsbSosCIkadW6u/PaM+e4S11GLHwGgAAACHbMDAys531XpIssl35dAKW1NiYlC8P1bGxsX6Zbb6s25dxo9jExKAuXVquO3a0vLyq1dWiN9daCrPDKN7Ptfm4ZU49PV3q60t3RPTo0ejT6/Hj9RdfLy+vamZmgQ6jBFxzzaieeGLzxemxfL6gJ5+8TGAEAACAoNU7Je0eRaehmaRrJF0svT4m6ZSkQ60urt352GG02UOqb/tpuru7NDbW39BIWn9/Rr296e+Lkip3Ly1pcnKo5sf4dIpeLAqMwuowirvQNgu64n1Rae8D2rNnWMPDvZt2GD35ZBRgEBi13oEDO/Tgg+cb/vjvfveiikWn66+faGFVAAAAQGvVOyUtPg3t85J+xDm3yzk3IemHJX02qQLbWTbr17hRIydg+RYGSFEgMDu7+dJrnzp14jGpemNpvnVzSdFI2tzcsopFt+HHZLNRp44v4dz4eL+kxhaj+3CtzUzXXbdz0/A23nFEYNR6Bw/u0BNPXJZzG9/3lR566GlJ0jOesauVZQEAAAAt1cgOo+c55z4Vv+Gc+7SkW1tXUueYn1/xKniJl17XeyjyNzDafIeRD2FArJExqfhEOp9CxfHxfjknzc1tHL5kszmv7o/x8cYXo/tyjxw9SmDkk4MHdyibza2FuJuJA6MbbiAwAgAAQLgaCYyeMrNfNbNrSy//RtJTrS6sE/g4kpbPF9dGoWpZWIh+b2ioJ6myNtVIYORTGCCVR9Lq7V6K/z/4VHccvtTr1vEvMIo7jDa/R3wJ544e3amTJy8qny9s+DFxYHTgAEuvWy2+xo3uMXr44Qvat2/Eq7+7AAAAQLMaCYzulDQp6eOS/rL0+p2tLKpT+HZkeiMhhq8dRpstvY7G//ypOe4wamQkzae6GwlffAuMBgd71NPTFcxImiRdf/2ECgWnEycubvgxTz55Wbt3D6mvr94qOmyHgwejLq4nnmjspLSHHnpaN9zA/iIAAACEbdPAyDk365z7RUkvdM7d4px7u3Ou/qyEJDP7gJmdM7NvV7xvp5l9zsyOl34dv8r6g+XjkemN7NXJZnPKZPzZTyNFQddmHUa+hRiNdRj5OJIWXoeRmWl8fKDhpdc+iEeZHn5448XXZ89mtWfPcFIldbSDB6MOo3jReD3OOT300NPsLwIAAEDwNg2MzOxWM/uOpAdLb3+vmf1BA//sD0q6Y937flnSF5xzRyV9ofR2R1paWlWx6LzqHmlkr04cBqR9klSlnTsHdOnSsgqFjY+o9y3EGB7uVXe36dKljYMXP5deN9ZhNDTkz7WWGjvdbX4+px07/Kg77k55+OGnN/yYmZkFAqOE7N07oq4ua2gk7dy5BV26tExgBAAAgOA1MpL2/0l6maQLkuSc+6akF2/2h5xzfyNpfSfSqyR9qPT6hyS9utFC241vx9NLjY+k+RS8SFFgFC1i3nghrW/jf+Wul41DjHiHkU91N7JA2sd7ZLNrLfnVYTQ+PqDJyUE6jDyRyXRp797hhgIjTkgDAABAu2gkMJJz7ol179p4E2t9U865M6XXz0qa2uI/J3jlcSN/Hqx37tx83GhhIe/VwmupXHdoIcbYWH/dDqP4HvGpW6eRI+p9vNZRh9HG98fqalGLi3lvAiMpGkvbKDByzmlmJqupqaGEq+pcBw+ONjSS9uCD8Qlp7DACAABA2BoJjJ4ws1slOTPrMbN/pdJ42tVw0dntG57fbmZvNrO7zezu8+fPX+2/zjtxh5FPYcDYWBQGhBa8lBdI1+6Mcs55WffYWP0xqbjmri5/xv/KC6Q3u0f8ChU37+byb/zvhhsmNhxJm5tb0cpKgQ6jBB04sKOhpddf+9ppTUwM6JprRhOoCgAAAGidRgKjt0p6m6T9kk5Lelbp7a2YMbO9klT69dxGH+ice79z7phz7tjk5OQW/3X+Ko+k+RNi9PR0a3i4N6gTsKTNO4yWllblnF8nu0lR10u9DiMfr3Ujo3QLC3nv6t65s36HUflEOr8Co/PnF2vWffZsVpLoMErQwYM79MQTlxX9rGNjX/nKKd1660Gv9rwBAAAAW9FIYDTgnPtx59yUc263c+4NkrbaPvDXkt5Yev2Nkv5qi/+c4Pl4PL0UhS+hjRttFhjF3SO+1b3ZSFo261/wItVfIO1rN9f4eLQYvVis/bDv44LxeielzcxEgREdRsk5cGCHFhfzeuCB8/qRH/moTp68eMXHnDo1p0cfndVttx1KoUIAAABgezUSGJ00s4+a2UDF+z612R8ys49K+ntJN5jZk2b2Jkm/LekHzey4pH9Sersj+RoYjY/3BzeStllg5OOCcWnzvTo+XmtJdY+oX16OTv/zre7x8X45Vw6G1vMzMNr4pLS4w4jAKDmHDo1Jkj7ykfv1iU88on/2z/7yio/50pdOShKBEQAAANpCpoGPuV/SVyT9nZn9qHPuu5I27bV3zt25wW+9tIn62pa/gVF4HUbx7qULF+oHRj7WHdpImhQFdHFgsZ6v1zo+3e3ixaW1+6VSfCKdT4HR4cPjymS6anYYlUfSCIyScvjwuCTpW9+akSQ9+uj6Q0ClL37xMe3aNaibbtqdaG0AAABAKzTSYeScc38g6ecl/S8z+xHVWVaNxvj7YF2/68XHU9IymS6NjW3cGeXvtR7QykpBS0v5mr/va2BU7x7x91rXX+juY4dRT0+3Dh8e32AkbUGZTNdadx1aLw6M7rknOujz6acXde+9Z9Z+3zmnL37xpG677ZBXi+oBAACArWokMDJJcs79naLuoH8t6RmtLKoT+PpgvXPnwIYP1b7up5Hq79Xx9VrHnS4bdRlxrbdPucOodt0+BkbSxielnT2b1e7dQwQTCRoZ6dPk5GDVwvGf+ImPa3l5VZL0jW+c1ZNPXtZtt12bYpUAAADA9mkkMPqh+BXn3BlJL5F0R8sq6hDZbE5dXab+/kamApNTLwzI5QpaXS16FwZI0uhov+bmatcdjxv5dCKdVO56qRe++Hitx8cHNDdXe4F0HBgNDflVd/lah9NhJEWB0aOPzqpQKFa9f2Zmgf1FKYi7jHbs6NMHP/hqPfDAef3sz35SDz30tF7zmv+uyclBveY1N6ZcJQAAALA9NgyMzOwNpVfvNLN/Gb9I+gVJxxKpro3FYYBvRy+Pjw9oeXm15piUr90jkjQ62le3U0fyr+7GOoz8Gv+TygukawV0vl7rRjuMfKv7hht2aWWloMcfn6t6/9mzWQKjFMSB0dhYv+644zr9yq+8UH/yJ9/QjTf+vi5dWtbHP/5PtXv3UMpVAgAAANujXodR/F3vyAYvuAr+do9s3PXiaxggRQ9wc3O1T8Dyte7KRcy1+HqPxF04tU4c8/dab95hNDzc692I10YnpZ09m9XUFMFE0o4ciQKjXbsGJUm/+Zsv1R/+4Sv0ghcc1Mc+9nq94AXXpFkeAAAAsK02nIdyzv1R6df3JFdO58hm8949VEvlI+ovXlzSvn3VueDCQtR15Nu4kVR/JM3XEKNeh1EuV1AuV/CuZim61lJYgdHgYI96errqdhj5No4mRR1GkvTwwxf08pcflSQVi07nzjGSloa4wyiXK6y9761vPaa3vpWmWwAAALSfDQMjM/u9en/QOfcL219O5/C1e6Te6I6vYYBUfyRtfn7Fy31R9QKjhQV/r3WIHUZmpp07BzbsMJqfz3kZGE1ODmpsrF+PPFI+KW12dkmrq0U6jFJw660HJUWfUwAAAIB2V+8J+p7EquhA/gZGG4/u+BoGSFH4cvnyiopFd8VYUTab08iIf/ui4sAotHAuxMBIirvQaj/o+9phZGalk9LKgdHMTHRKFx1Gybv++gn90i/dqle/moNCAQAA0P7qjaR9KMlCOk02m/NyOWo8kjY7G1ZgNDraJ+eiGtc/+PsazvX2dmtwsKdmh5HP17qRwGhw0L9l3Tt29NWsWfI3MJKisbQvfOHE2tvxse4ERskzM/3O7/xg2mUAAAAAiai39FqSZGaTZvZeM/uUmX0xfkmiuHbma4gRatdLvFendvji574oKeroCq2ba7PAaGiox7vl0VLIgdGETp+eX7sn4sBoaorACAAAAEDrbBoYSfqwpAclHZL0HkmPSfp6C2vqCL4emV4vDIj36gwN+Vd3HHRtdNS7j8GLFNV96VJYo1317xF/w7nR0XADI0lre4xmZhYk0WEEAAAAoLUaCYwmnHN/LCnvnPuyc+6nJN3W4rranq8hRk9PtwYGMgHup4ke9mt1GM3Pr2hkxM8wYHy89iJmn691XNNG94iPNUtR0FVvh9HIiJ91l09Ke1pS1GHU29u9ds8DAAAAQCs0EhjlS7+eMbNXmNmzJe1sYU1tzznn9YP1RkfUxyHG0JB/dccjabUCAZ+vddRhFNb4X1eXaWSkt2ZgND+f8/L+kDYeSXPOaX7e3w6j667bKTOtLb4+ezarPXuGvVviDgAAAKC9NHLO+P9jZqOS3iHpP0naIen/bmlVbS6XK2h1tehlGCDFD9a5K96fzebU359RJtNIzpiskEfSvv3tc1e83+fASNo4fIm6ufyu2TlXFbYsLa2qUHDeBkb9/Rlde+3YWmA0M7PAOBoAAACAlts0MHLOfaL06pykl7S2nM7gexiw0a4Xn4OXeiNpvu6LkqQdO3o1Px/W+J9UP1ScmBhMoaLNjY72qVh0WlzMV3VBxfe6r4GRFI2lVY6kTU+PplwRAAAAgHa3aWBkZock/bykays/3jn3ytaV1d5CCANqd+r4vNB445G0+fmctzuMRkb6ND9fO3iR/Bz/k+p1GOU0PT2WfEENiAOhubmVAAOjCX3lK4/LOaeZmaye+9z9aZcEAAAAoM01MpL2PyX9saT/JanY0mo6hO+B0eho/9rR3ZUWFnJenpAmRWM7fX3dV3QYFYtOCwv+dkaNjPQqlytoZWVVfX3lv44+j/9JGwdG2WzO65E0KQqI9u0bWXt/KIHRwkJep07N6fz5RUbSAAAAALRcI4HRsnPu91peSQfxPzCqfZqUzyNpUu1l3UtLeTnn77WOQ4r5+dwVgZGvNUtR3adPz1/xft93GElXnu4WRmAUnZT2d3/3hIpFp6mpoZQrAgAAANDuGgmM/qOZ/bqkz0pae9Jyzt3bsqranO+BUb3uEV9rlqKg69Kl6rp9v9bxqNz8/Ip27Srv/vF5/E+qfY9Ep435e49sFhj5GnRJUYeRJH35y49JEh1GAAAAAFqukcDoeyT9c0m3qTyS5kpvYwt8DzFGR/s0P7+iYtGpq6t8mlQ2m6sKNXyzY0ffFQukfb/WcUixfo+R7+FcrcBoeXlVxaLzdl9Uec9VdRdafM/43GG0b9+Ihod79Td/c0qSNDVFYAQAAACgtRoJjH5U0mHn3JWbebElISw0di6qs/Ih2vcQY2Skb+3axuIgxtfukcoOo0q+X+taoaLv1zrkkTQz0zOfOamvfe20JDqMAAAAALReIxt1vy1prMV1dBTfu1426sRYWMh7u/Raiq7n+sDI92u9UYjhe2AUh4oLC+XrHYdevta9+Uiav4GRJN1yy5611wmMAAAAALRaIx1GY5IeMrOvq3qH0StbVVS7I8RojeHh3pqjXfHv+ajeSNru3f4uNq48oj4OWuJr7WvwEl/r9Qvd5+dz6unpUn9/I58O0/Oc5+yTdI8kf+9nAAAAAO2jkSekX295FR2mPJLmZ7fO6Gg5DIj5fjy9FAUCoXUY1RtJ8/X+kMrXs/J6x6GXr9e6p6dbg4M9VwSh8/Mr3tZc6ZZb9qZdAgAAAIAOUjcwMrNuSX/knHtGQvV0hGw2p4GBjLq7G5kITF6tDiPfj6eXao+kxUGM710voXVzxfu3ao2k+brDSKq9rHt+Puft/VHp5pun0i4BAAAAQAepGxg55wpm9rCZXeOcO5VUUe3O9zCg1g4j3zt1pHJgVLmI2fe6yx1GYZ2SFte2sJBfe5/vI2lSFBjVGknzOeSKZTJd+i//5RVe3xcAAAAA2kcjI2njkh4ws69JWojfyQ6jrctm814/9NXqMIqDAZ/rjh/6FxfzV4xM+Vp3JtOlgYFM1UhaoVCs+m/wUTwuF9JImlR7bHF+fsXrkKvSW95yLO0SAAAAAHSIRgKjX2t5FR3G9+6ReIdRZWBU3rvkb92VIVHl693dpr6+7jRLq2tkpK+qw2hx0f9wrtZIWvy6z3XXHlsMo8MIAAAAAJK06RId59yXJT0kaaT08mDpfdgi3wOjoaFemVUvvfa9U0cq11bZrRNfazNLq6xNjYz01gznfL7WcYdRrZE0n5d1Dw31VoVcUlgdRgAAAACQlE0DIzN7vaSvSfpRSa+X9FUze12rC2tnvgdGXV2mwcGeqgfrEEKM9ce7S2EsNF7fYRTCtS7vMKrsMMrLTF4fT1+rwyibpcMIAAAAANZr5Mnu30j6x865c5JkZpOSPi/pf7SysHaWzea0d+9w2mXUNTzcW7N7JIQQozIQ8D2ck6KdUeu7oiS/r3U8klZ5rRcW/O/mGh7uqTmS5vO1BgAAAIA0NHKue1ccFpVcaPDPYQMhhBjrOzFCCDHKI2lhBUYjI73BdRgNDGRkVj2StrCQ93rHlRSPpOWr3heNpPldNwAAAAAkrZEOo7vM7DOSPlp6+59K+lTrSmp/IYQY6wOjePTI5/008UN/aB1GIyN9evjhC2tvhxAYmV05thgFRv7eH9KV9/XKyqry+aL3Y4sAAAAAkLRNAyPn3C+Z2WslvaD0rvc75z7e2rLa28JCToODYT1YhxBi1BpJm5/P6eDBHWmV1JCowyiskTSp9j0SQs2rq0XlcgX19navdXbRYQQAAAAA1RraTuuc+5ikj7W4lo5QLDotLa1634kxNNSrubnltbez2ZzMpIEBf+uud0qaz0IcSZOuHO9aWMgFMJIW3b/ZbE47dw6s3St0GAEAAABAtQ0DIzM7Kclt8NvOOXekNSW1t6Wl6AHb9wfr4eFenT59ee3tbDYKA7q6/F1oXOuUtBACo6GhXi0t5eWck5kFFBj1XLHDyPdOncoutCgwosMIAAAAAGqp12F0bN3bXZJeL+lfSbqvZRW1ucXF6AE7hJG09aek+R5g9PZ2q6enK8DAqEfOSUtLqxoc7AkmMKq152rPHv9P/5PKO7ni+ukwAgAAAIBqG5525py74Jy7IOmipB+W9CVJz5f0CufcaxOqr+2EExj1rAsD/F9oLEUP/nHXSLHo1o5691l8L1SGGN3dpr6+7jTL2lQ0khZaOFe956o8kuZ33QAAAACQtA0DIzPrMbO3SPqOpBdJerVz7g3Oue8kVl0bCicwCm+hsVRd9+JiXs75HwbEIUbc0RVfazN/x/+k2iNpvoeK6xejx+FiCPc2AAAAACSp3kjaSUmrkt4n6ZSkm83s5vg3nXN/2drS2lP8gB3Cg/Xy8qpWV4vKZLrWdhj5rjIwCmW0K74XKjuMfK9ZurLDKFp67f99LZX/HrL0GgAAAABqqxcYfV7R0uvvLb1UcpIIjLYglA6jctdLTqOj/VpczAcRYlSeOBZOYFQdYkSdOn7XLFWPLRaLTouL/tddeUqaJJZeAwAAAMAGNgyMnHP/IsE6OkYogVHl6E4cGO3ePZRyVZur7HoJJzCK7oX43lhczHt/f0jxtY5qjk558/9ar196TYcRAAAAANS24Q6jWszsE60qpFPEoYDvnRjrR3dCCTEGB3u0tLQqqRwK+F53ZTeXFM61jnYY5eScC2rUUlLV2GJvb7d6e/1eMA4AAAAASWsqMJK0vyVVdJBQQoz1D9aLi3kNDNSbYPTD4GDPWigXB0e+X+vyDqOwwrmhoV45F13n+L72PQhdf0paCIu6AQAAACANzQZG97Wkig4S4kiaFIUCvtcsSQMDmarRLsn/ax3XF4cuoVzryvGuOOzyfSStt7dbPT1dwYVzAAAAAJC0DQMjM3vZ+vc5536q9Hs/2sqi2lkoIcb65cChPFhXdxhFvw4M+F33+qXXoXRzVXZGxfdJCN06lSfpLS2ten9/AAAAAEAa6nUYfcrMvmRmtcbQ3tWqgtpdeYeR3w+plR1GxaLT8nIYXS+VgVFo4Vx4O4zK90goI2lSVGNoQSgAAAAAJK1eYPQtSR+R9A9m9rp1v2etK6m9LSzklcl0qafH7yW7lYHR8nK0CyiEToxo6XVezrm1HUa+d+vE1zW8U9LKdYey9FqK7u3QurkAAAAAIGn1AiPnnPuvkl4q6Z1m9idmNhj/XutLa0+hhAGVgVEonTpSVKNz0spKIZi6u7pMg4M9VUfU+16zJPX3R0HL8nJ56bXvO4yk9SNpYVxrAAAAAEjapkuvnXOPSHq+pBlJ95nZc1teVRsLLTBaWAgvMJKi6xzKDiOpfER9sehKe3X873qJr+vSUmWHkf+B0dBQDyNpAAAAALCJek+la2NnzrlVSb9sZndJ+qikyVYX1q4WF8M4xru3t1vd3VbVYRRGiBHVuLiY1+JiXj09Xcpkmj0MMHlDQ9GYVDz+F0KIUdlhFNLS64GBHs3OLkli6TUAAAAAbKReAvCe9e9wzv1vM3uOpLe0rqT2trAQRkeDma0tB447dUKoO65xaSkfVBgwMJDR0tJqUN1clYFRSPdIdK3D2hcFAAAAAEnbMDByzv3PDd5/UdJvX82/1MwekzQvqSBp1Tl37Gr+eSEJ6QE1xBCjciQtrGvdo+XlsK513M21tLSqpaVVmUWdab4bGOhZW4jO0msAAAAAqC3NJ6WXOOeeTvHfn4qQQ4wQunWqdxiFsQtIirp1oq6ocAKjyg6j5eVV9fdnZOb/AYr9/d1r15ml1wAAAABQm//LXdpMtMPI/8XAEh1GServzwQXzsU1xiNpIdQsXdlhFMo9AgAAAABJSiswcpI+a2b3mNmba32Amb3ZzO42s7vPnz+fcHmts7CQC+YBNXqwzq89XIdQ9/pT0sIJMTLBjaTFHUZLS/m1DqMQxDuM8vmCCgUXTBcaAAAAACQprcDohc65WyS9XNLbzOzF6z/AOfd+59wx59yxycn2OZQtpI6G9R1GITxYl496Xw3qWkcjaWEFRn190b6iqMMonPG/uMNoYSGcaw0AAAAASUslMHLOnS79ek7SxyV9Xxp1pCEKMUJ6sM4HFWKEvMMoDl6kMK61mVXVHVKHkSRdurRcetv/aw0AAAAASUs8MDKzITMbiV+XdLukbyddR1pC3GEULwgO4cE61B1G60fSQgq6lpaipdch3B9S+T6enV2SFEY4BwAAAABJS+OpdErSx0unKWUkfcQ5d1cKdSSuWHRBdb3EHUbLy1HXSwgdJOt3GIUSBqw/JS2Eay1Vdkblg6pZki5cWJREYAQAAAAAtST+hOecOyHpe5P+9/pgZSUKXsLpxIi6R1ZWCurqMmUy/h+qV3nU++JiPphwLg5eVlYKa2+HIL5HlpdXNTwcTuecVO4wCuUeAQAAAIAk+Z8AtJE4DIiXBfsuPk1qZWU1mJozmS51d9taYBRK98jAQE8pMIpCxb6+MEKMyh1G4QShUZ0XLjCSBgAAAAAbITBKUIhhQNw9EkrNUjl8CSnE6O/PyDlpfj4nKaRQsSe4kbQrO4zCuEcAAAAAIEkERgkKaReQVN5htLJSCKZmKbq+Cws55XKFYLpH4usbn9wVSkAX716Kll6HUXO5w4gdRgAAAACwEQKjBIU4klYoOC0s5IOpWYpCjNnZ+Mj0UEKMqM65ueVg9kVJ1SNpoYSK8bVmJA0AAAAANhbGU2mbiEfSwnmwjh6kL11aDqbjRYoDo7DCgHKH0UpQ4dzAQBQYhdRhFF9rll4DAAAAwMYIjBIUj6SFEr7ED9JRYBROiNHfn9HFi2Htp6kcSQslUJTKe67C2mEU3ROhhYoAAAAAkCQCowSFN5IWZofRwEC4HUZzc2Fd63hfVD5fDCacWz+SFkrdAAAAAJAkAqMEhTeSFnKHUWg7jKLQYm4uvJG0eFF3OPd1ucPILJwAFwAAAACSRGCUoPBG0sodRqGEAVIUXMQhBh1GrdXXl9Hc3IqkkMK5uMNoUQMDPTKzlCsCAAAAAP8QGCUoHkkLJXyJH6wXF/NBhRiV1zeUa125wyikjpeenvKnkNCutXPhBIoAAAAAkDQCowTFI2mhBAKVu11CqVmSenu7a77uszicW1kpBBXO9fSUr28ou4Aqaw4l5AIAAACApBEYJSi0kbTKkCiUmqXqQKDydZ9VBhchhXOVHUah1N3VZWt1h1IzAAAAACSNwChBoY2kVXbnhPRgXRliVL7us8prHcr9IVUHciGFinGtoXSgAQAAAEDSwniabhOhjaRVBgCh1CytD4zCqLs6nAsneKmsO5RwTirXTWAEAAAAALWF84TXBuKRtFA6SELtegkxxKju1AknxKi8viGFL/E1DqlmAAAAAEhSGE/TbSIeSQulgyTUrpfK8CWUQKB6FxDXutXoMAIAAACA+giMErS8vKpMpktdXZZ2KQ2pXnodzoN1iCNpdBglix1GAAAAAFAfgVGCVlZWgx3tCrXrJZSRtFAXjFfWHVL4wkgaAAAAANQXxtN0m1hZKQQbBoRadzgdRuW/iiGFitXhXBjXWmIkDQAAAAA2Q2CUoOXlsDqMqk9JC6fu6pG0MG5xM1N3dzSqGOq1Dil8YSQNAAAAAOoL42m6TUQdRuGEAXGAIdH1koS41pC6uUJdes1IGgAAAADUR2CUoJWV1aDCALNyYBRS3ZVdL5Whl+/iZeghhYqh7jBiJA0AAAAA6iMwSlBoI2mVQgoxKrteKkMv3xWLTlK44Vwo438SI2kAAAAAsJlwnvDaQC5XCPYBNaS6Q6q1UhwYhVR/qCNpcbgVUs0AAAAAkCQCowQVCk7d3WFe8kwmnLpD6nSpFI+khbV3Kcyl1/E1DqlmAAAAAEhSmE/WgSoUikHt1KkUVmAUZggQT8+FdK1D3WFEhxEAAAAA1BfOk2kbCLnDKKSgK9QOo3jfUkiBUWU4F9K9TWAEAAAAAPWF84TXBugwSkaoIUCIHUahh3Oh3isAAAAA0GphPu0FKuQOo7BCjDBDgHiHEde69ZwLb8E4AAAAACQpnCfTNkCHUTJC73rhWieHwAgAAAAAagv7aS8wdBglI9SulxBH0kINXEoNRsEHXgAAAADQKjwtJahQKK6NHYUmpBAj1BCAkbTkxIFRqIEXAAAAALRaOE+mbSDqMCIwarVQQwBG0pIT7zAKteMPAAAAAFqNp6UEFYuMpCUh1K6XEEfSQr3WcYeRhZnfAgAAAEDLhfNk2gZYep2MULteQuwwCrWbK+4wMhIjAAAAAKgpnCfTNsDS62SE2vUS5g6jcGqthbwIAAAAAGoL+2kvMHQYJSPUEIORtOSUR9LC/PsIAAAAAK0WzpNpG6DDKBmhjkmFOJIW6ql/5ZG0lAsBAAAAAE+F82TaBkLuMAop6Aq16yXEDqNQ0WEEAAAAAPXxZJqgQsEF25ERUogR6khaiDuMQkWHEQAAAADUx5NpgkLuMAopxAi3w4jAKClDQz2SpL6+TMqVAAAAAICfeFpKEDuMkhHuDqPo15Cudaj+/b+/XXv3jug1r3lG2qUAAAAAgJcIjBJEh1EyQh1JizuMQr1HQjI21q/f+I2XpF0GAAAAAHiLwChBxSIdRkkIqdZK8Q6j0BYxf/rTP66DB3ekXQYAAAAAYBsRGCUoGkkLKwyIhVR3HLjceOOulCtpTpwTxQuZQ3HHHdelXQIAAAAAYJsRGCUoGkkLs/sltK6Xf/iHN+m663amXUZT4mscWF4EAAAAAGhDYaYXgQqxw+jP/uw1ev7zD6RdRtOe+9wDmpgYTLuMprzxjd8rSZqYGEi5EgAAAABApyMwSlChUFzbUxOKN7zhZv2f//OmtMvoCL/2ay9WNvsujY8TGAEAAAAA0kVglBDnnJxTsCNpaD0z09BQb9plAAAAAABAYJSUQiFaTBPaSBoAAAAAAOg8BEYJKRSKkugwAgAAAAAA/iO9SAgdRgAAAAAAIBSpBEZmdoeZPWxmj5rZL6dRQ9LoMAIAAAAAAKFIPL0ws25Jvy/p5ZKeKelOM3tm0nUkjQ4jAAAAAAAQijTaXb5P0qPOuRPOuZykP5f0qhTqSFSxGAdGdBgBAAAAAAC/pZFe7Jf0RMXbT5beV8XM3mxmd5vZ3efPn0+suFbp7jbdfvsRTU+Ppl0KAAAAAABAXZm0C9iIc+79kt4vSceOHXMpl3PVRkf79ZnPvCHtMgAAAAAAADaVRofRaUkHK94+UHofAAAAAAAAPJBGYPR1SUfN7JCZ9Ur6MUl/nUIdAAAAAAAAqCHxkTTn3KqZ/Zykz0jqlvQB59wDSdcBAAAAAACA2lLZYeSc+5SkT6Xx7wYAAAAAAEB9nPEOAAAAAACAKgRGAAAAAAAAqEJgBAAAAAAAgCoERgAAAAAAAKhCYAQAAAAAAIAqBEYAAAAAAACoQmAEAAAAAACAKgRGAAAAAAAAqEJgBAAAAAAAgCrmnEu7hk2Z2XlJj6ddxzbZJenptIsArhL3MdoB9zFCxz2MdsB9jHbAfYyQTTvnJmv9RhCBUTsxs7udc8fSrgO4GtzHaAfcxwgd9zDaAfcx2gH3MdoVI2kAAAAAAACoQmAEAAAAAACAKgRGyXt/2gUA24D7GO2A+xih4x5GO+A+RjvgPkZbYocRAAAAAAAAqtBhBAAAAAAAgCoERgkxszvM7GEze9TMfjnteoB6zOwxM7vfzL5hZneX3rfTzD5nZsdLv46X3m9m9nule/tbZnZLutWjU5nZB8zsnJl9u+J9Td+3ZvbG0scfN7M3pvHfgs61wX38bjM7Xfqc/A0z+6GK33tX6T5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      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distance_profile = mass(stopword, df['Electric Potential'])\n",
    "\n",
    "plt.plot(distance_profile, color='navy', label='Distance Profile')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Z-Normalized Euclidean Distance')\n",
    "plt.title('Distance Profile')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71aa6aff-276f-4b6b-b5c4-85e20e1c9a36",
   "metadata": {},
   "source": [
    "The distance profile contains bottom peaks near the square-wave calibration signals. This gives us a way to identify the square-wave signals. We can set a threshold in z-normalized Euclidean distance, below which will be regarded as a calibration signal. Then, for any calibration signal, we can set a certain area \"near\" that signal to be 0 in the annotation vector. Our definition of \"near\" will be 3m before and after the square-wave signal, where m is the window size, but this definition may vary depending on the dataset and its context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cf1a4b96-cd28-40f2-8f3e-fbb41a89860f",
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = 5\n",
    "annotation_vector = np.ones(len(df['Electric Potential']) - m + 1)\n",
    "\n",
    "for i in range(len(df['Electric Potential']) - m + 1):\n",
    "    if annotation_vector[i] == 0:\n",
    "        continue\n",
    "        \n",
    "    if distance_profile[i] < threshold:\n",
    "        exclusion_zone_lower_limit = max(0, i - (3 * m))\n",
    "        exclusion_zone_upper_limit = min(len(df['Electric Potential']) - m + 1, i + (3 * m))\n",
    "        annotation_vector[exclusion_zone_lower_limit:exclusion_zone_upper_limit] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2a433026-c587-488e-9927-de95a0a92e09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(3, sharex=True)\n",
    "plt.suptitle('Electric Potential Data & Annotation Vector', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Electric Potential'], color='dodgerblue', label='Electric Potential')\n",
    "axis[0].set_title('Electric Potential')\n",
    "\n",
    "axis[1].plot(distance_profile, color='navy', label='Distance Profile')\n",
    "axis[1].axhline(y=threshold, color='slategrey', alpha=0.3, linewidth=2)\n",
    "axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[1].set_title('Distance Profile')\n",
    "\n",
    "axis[2].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
    "axis[2].set_xlabel('Time')\n",
    "axis[2].set_title('Annotation Vector')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54851db5-4be5-4940-ba33-642aaf863ae6",
   "metadata": {},
   "source": [
    "As we can see, we have produced an annotation vector that is 0 around the calibration region and 1 otherwise. We use to compute the corrected matrix profile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "095984fa-50bc-48c1-ac35-c7ce418414f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_corrected_matrix_profile(matrix_profile, annotation_vector):\n",
    "    corrected_matrix_profile = matrix_profile[:, 0] + ((1 - annotation_vector) * np.max(matrix_profile[:, 0]))\n",
    "    corrected_matrix_profile = np.column_stack((corrected_matrix_profile, matrix_profile[:, [1, 2, 3]]))\n",
    "    \n",
    "    return corrected_matrix_profile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "66129be9-1a8b-451a-bbdf-87f84b4dae04",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrected_matrix_profile = get_corrected_matrix_profile(matrix_profile, annotation_vector)\n",
    "motif, neighbor = get_motif_data(df['Electric Potential'], corrected_matrix_profile, m)\n",
    "\n",
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Matrix Profile Correction Using Annotation Vector', fontsize='15')\n",
    "\n",
    "axis[0].plot(matrix_profile[:, 0], color='darkorange', linewidth=5, alpha=0.3, label='Matrix Profile')\n",
    "axis[0].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
    "axis[0].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[0].set_title('Corrected & Original Matrix Profile')\n",
    "axis[0].legend(loc ='upper left')\n",
    "\n",
    "axis[1].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_title('Annotation Vector')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0684dad2-dd4c-4f65-a749-2b3d8c002512",
   "metadata": {},
   "source": [
    "Now we repeat the motif search with the corrected matrix profile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "66ff5f9c-cee6-4e4b-8e7d-73ab62881d11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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7o1bYNBcjR89qrXVGI/O05XgGi7OAo43ZrLWuwvBw+KNSaiBGPqxnlFK7tNZfYZz7TV1bDbbZpAve27wY4xq+0kz6Oxkj3M1NAYYn1jSM67k+nkJBY9fsv4Bl5nZcjxGK2WT1NFNo2kKdYOSZo2gFRnik28toOcePtRieJGdj5IlpiqaOwbp64xrbd/XHF5g2/NLHvG6Bo7X3RX/u65UYHwPqb5ev7WyO9zA83moxBCBfXA6s0lpb+XuUUqe1sB2/PFyVUhMw9usG4EGl1Byt9VE/Fm3qWdKYDS05N1qKP+eIIAiCUA8JSRMEQQgcKzA6Dt211mt9/ErN8JdVwPU+wmnc1IARntRKO743/17fyuUbYxVwcb1wm0swPj64wyHc3k/1bf8OGI6RV6X+ftnVQjv89TiKpWFH4BpfM7YWpdTNGGEUL5ujojGerdUe8yRiJHX1pLFj7GWzua+vaoVpb2OEgTzVxDxtOZ4BRyl1JkZy85ebmxdAa70HQxSrBtxC4HfA2cqj4lY9VgGdlVIzPNqNw8gD5N5mTOHmfxieRVdgeNx4ev98j+FR0qGRa705L0C0UTVsF0Zi5F74Hyq1nLokxp6C0UoML4obMcLu9jSxjoAeV9Pz6p/AL32JssqouOVOrL0K4xglekyfgJFbZ1n9Zf3kO4y8Ugd9HAt3RTh/7ou+7i3+3NcdGIJKfS/Cxrz7muJbjNDQx7XWjXmw+XNva/MxNu9PbwNfY4SEFWAkeQ8WwTg33PhzjgiCIAj1EA8jQRCExolQSk32Mf6Q1vpw/ZFa6yJllH1/1qxOtQRDPBgEzNJauytM3Y/xFf5LpdSrGF/mp2AkbJ6PUakH4C6l1PdASUtEFa31LnO9T5pVo5YAyRgJe1sjPrh5GKNT9IlS6mWMnCaPAV9rrd0dV7edv1BKvQdUmC/jTwHXAt8rpZ7HCGHpglEBZ5nW2lcloMbYiVFJ60aMUuN5jXikfAvcqZRahRFycA1Gh6G19DHPh0iMbb8IQ0x4Q2v9DoDWulgZJdn/qJQqwfA+uR8jdMmz5HVjx/hb4HYzh1EBRs6P6JYaqrXejlkprQnacjzbSjdzX9qBrhieKTdibP/fG1tIKfUxhqfBBoxO/GUY7zJLzFmexhAEliqlHgEOAUOBeK3141rrr5VSy4G5Sqn7MbxOfovRAf9HvebmYiQnvwf4xFMEMq+xV4D3lFKPY3guxGCIooO01j/zcz+8bra7Qmu9s7mZTZZjeEl0w0Mw0lrnK6V2Y1TNqp9Lpz4HMfbfDUqpYqC2heG3vngQQzz9QSn1NHUhcZMwwpkeNe19yrT/a6XUYxjJmR/FqCr2YSvbfgfD22yRMsrC78fwlJuI4bH2tJ/3xZ0YgsXZGOfGAXO/PkTz9/W/AR+Z19LHGPe2c1q6Iab4dEUzs32LUbnu/zBElvMw8mp5rqdGKXUAuEIptRUj2f/mFprzMMb1ebrWusK85y5RSt2otX6rhevyh2CcG26aPUfauH5BEIQTEx0GmbflJz/5yS/cfjRdJe1Bc54++KiwhSGMrMPokBVivND/ut48p2F0PCowvBcWAmPMaQqjtPwRDMFhkYdNeT5snYlHlTRznB2zuhbGl+YsDGGjqW3OoJkqVxidklUYnY8c4CU8Kj2Z8/wGyMQI2cnwGN8dI1/LMcy8Fhh5LoY3sz/fwqP6GUbH/E2zfY1Z1cjHfAnmfAXm71/UVf0a0VSbPrbb8/hXYQgRHwEX+Jh3AMbX7HKMjvl99Y9dE8e4C0Zns8TcT48DP6deRTIfbd7oxzy+KkC16nj6as+f88djPve+rMEIQ/kSuA6w+bgOPffbveZ2FGOEMq6iYdXA3hhiTyHG9bUJuMpjehpG57EQ4xpdDEzwYacyj58Gzm5k+t0YOVeqMSqJLQau95hnEU1UPjPPFQ38rAX3pr7mMiU+9tdb5rR7mzs/MATU3eYx0I3dS/zZDo/5ojEEuI3mvq/AyCl1DxDjMd9YDI8f9/3vv3hUkqPxe4HP8ea0Dhg5cw5Rd8/7CJjmMU+T90WgH4aYX0y9CmP4d1+/w1xnBUYC67NoQZW0JubxqpJmbscTGNdsCYaYMqn+esz2N2Nc39psq6l9mIF5DWOEWzqBn9Sb5x/mMevRzDXe6L2gsfPMn3OjsfXTTJU0f88R+clPfvKTn/dPaa0RBEEQBEEQji9KqdswRMHuunVJ6gVBEARBEIKGhKQJgiAIgiAcR5RSfTBCmn6P4fUlYpEgCIIgCGGHeBgJgiAIgiAcR5RSb2GUTl8MXKG1LgytRYIgCIIgCA0RwUgQBEEQBEEQBEEQBEHwwhZqAwRBEARBEARBEARBEITwQgQjQRAEQRAEQRAEQRAEwQsRjARBEARBEARBEARBEAQvRDASBEEQBEEQBEEQBEEQvBDBSBAEQRAEQRAEQRAEQfBCBCNBEARBEARBEARBEATBCxGMBEEQBEEQBEEQBEEQBC9EMBIEQRAEQRAEQRAEQRC8EMFIEARBEARBEARBEARB8EIEI0EQBEEQBEEQBEEQBMELEYwEQRAEQRAEQRAEQRAEL0QwEgRBEAShXaCUulEptew4tXWNUuqb49HW8UAp1UspVaaUsvsx70ylVNbxsEsQBEEQhPBFBCNBEARBEMIGpVSGUqrSFDfcvxcCuP4+SimtlIpoaj6t9bta67Nasf63lFI1pt0FSqlvlVJD/Fzu4Za218T6MpRSZ7iHtdYHtdYJWmtnoNoQBEEQBOHERgQjQRAEQRDCjQtMccP9u+N4Nt6cmOQHj2utE4AeQA7wVpuNEgRBEARBOM6IYCQIgiAIQrtEKTXE9OApUErtUkpd4TEtVin1pFIqUylVrJRappSKBZaYsxSZXkBTzFC3H5RSTyul8oGH6oe/KaWGe7R1TCn1++bs01pXAP8FRpjrGKqUWqSUKlJKbVNKXWiOvwW4BrjPtOkzc3x3pdSHSqlcpdQBpdSdHvY8pJR6Xyn1jlKq1FzfeHPav4FewGfm+u6r71mllLpJKbXDXHa/UuoXbTgUgiAIgiCcgIhgJAiCIAhCu0MpFQ98iyHIdAauAl5SSg0zZ3kCOAWYCqQA9wEuYIY5Pdn0XlphDk8C9gNdgEfqtZUILAC+AroDA4Dv/LAxAUMI2qCUigQ+A74x7f0V8K5SarDW+lXgXUzPJK31BUopmzn/JiAdOB24Wyl1tkcTFwLvAcnAPOAFAK31dcBB6jy1HvdhXg5wPpAE3AQ8rZQa19w2CYIgCIJw8iCCkSAIgiAI4cYnpheO+/dzH/OcD2Rord/UWju01huAD4HLTbHlZuAurfVhrbVTa71ca13dRJtHtNbPm+uq9NHWUa31k1rrKq11qdZ6VRPr+q1SqgjYCyQANwKTzf8f1VrXaK2/B+YDVzeyjglAmtb6L+b8+4HXMIQxN8u01l+YeYn+DYxuwiYvtNafa633aYPFGELWdH+XFwRBEAThxKetMfqCIAiCIAiB5sda6wXNzNMbmGQKM24iMISTTkAMsK8FbR5qYlrPFq7rCa31g54jzHCxQ1prl8foTAzvIV/0BrrX2z47sNRj+KjH/xVAjFIqQmvtaM5ApdS5wJ+AQRgfEOOALc0tJwiCIAjCyYMIRoIgCIIgtEcOAYu11mfWn2B6GFUB/TFCujzRjayvsfHutq5qYro/HAF6KqVsHqJRL2B3I+0fAg5orQe2sr1Gt0cpFY3hjXU98KnWulYp9QmgWtmWIAiCIAgnIBKSJgiCIAhCe2Q+MEgpdZ1SKtL8TVBKDTUFmTeAp8zE0XYzuXU0kIuRy6hfC9vqppS6WykVrZRKVEpNaqG9qzC8gO4zbZ0JXICRgwjgWD2bVgOlSqnfmQm87UqpEUqpCX62V399nkQB7n3hML2NzmrR1giCIAiCcMIjgpEgCIIgCOGGu7qX+/dx/Rm01qUYIsdVGN47R4HHMIQQgN9ihFitAQrMaTazctkjwA9mfqTJzRljtnUmhsBzFNgDzGrJBmmta8zlzwXygJeA67XWO81ZXgeGmTZ9YuYlOh8YAxwwl/kX0MHPJv8OPGiu77c+tudO4H2gEPgJRtJsQRAEQRAEC6V1Ux7YgiAIgiAIgiAIgiAIwsmGeBgJgiAIgiAIgiAIgiAIXohgJAiCIAiCIAiCIAiCIHghgpEgCIIgCIIgCIIgCILghQhGgiAIgiAIgiAIgiAIghciGAmCIAiCIAiCIAiCIAheRITaAH/o1KmT7tOnT6jNEARBEARBEAJARUUFAHFxcWKHIAiCIISQdevW5Wmt03xNaxeCUZ8+fVi7dm2ozRAEQRAEQRACwMaNGwEYM2aM2CEIgiAIIUQpldnYNAlJEwRBEARBEARBEARBELwIiGCklEpWSn2glNqplNqhlJqilEpRSn2rlNpj/u1ozquUUs8ppfYqpTYrpcYFwgZBEARBEARBEARBEAQhMATKw+hZ4Cut9RBgNLADuB/4Tms9EPjOHAY4Fxho/m4BXg6QDYIgCIIgCEI7ICIigoiI0GdGCBc7BEEQBCEcafMTUinVAZgB3Aigta4BapRSFwEzzdneBhYBvwMuAt7RWmtgpemd1E1rnd1WWwRBEIQTC0dNOWV5O0juPj7UpgiCEEBGjBgRahOA8LFDEAQh2NTW1pKVlUVVVVWoTRFCRExMDD169CAyMtLvZQLxSaUvkAu8qZQaDawD7gK6eIhAR4Eu5v/pwCGP5bPMcV6CkVLqFgwPJHr16hUAMwVBEIT2xuZPbyJ37xfMvieLyJjkUJsjCIIgCILQLsnKyiIxMZE+ffqglAq1OcJxRmtNfn4+WVlZ9O3b1+/lAhGSFgGMA17WWo8FyqkLP3MbpwHdkpVqrV/VWo/XWo9PS/NZ4U0QBEE4wSk8tAwA7XKE2BJBEALJ/v372b9/f6jNCBs7BEEQgk1VVRWpqakiFp2kKKVITU1tsYdZIASjLCBLa73KHP4AQ0A6ppTqZhrXDcgxpx8Genos38McJwiCIAheOB3GQ027nCG2RBCEQFJSUkJJSUmozQgbOwRBEI4HIhad3LTm+LdZMNJaHwUOKaUGm6NOB7YD84AbzHE3AJ+a/88DrjerpU0GiiV/kSAIguAL7awBwGX+FQRBEARBENondrudMWPGWL9HH30UgJkzZ7J27doWr2/jxo188cUXjU5fu3Ytd955p9/rmzlzJoMHD2b06NFMmzaNXbt2NTpvRkYG//3vf1tkb32eeeYZKioqrOHzzjuPoqKiJpfp06cPeXl5bWq3JQSqLMSvgHeVUlHAfuAmDDHqfaXUT4FM4Apz3i+A84C9QIU5ryAIgiA0inbVhtoEQRAEQRAEoQ3ExsaycePGgK1v48aNrF27lvPOO6/BNIfDwfjx4xk/vmWFU959913Gjx/Pq6++yr333su8efN8zucWjH7yk5+0ynYwBKNrr72WuLg4gCbFr1ARiJA0tNYbzXxDo7TWP9ZaF2qt87XWp2utB2qtz9BaF5jzaq317Vrr/lrrkVrrlkuJgiAIwglP7r5vrf/Fw0gQBEEQBOHE55tvvmHKlCmMGzeOyy+/nLKyMgDWrFnD1KlTGT16NBMnTqS4uJg//vGPzJ07lzFjxjB37lweeughrrvuOqZNm8Z1113HokWLOP/88wEoKyvjpptuYuTIkYwaNYoPP/ywSTtmzJjB3r170Vpz7733MmLECEaOHMncuXMBuP/++1m6dCljxozh6aefxul0cu+99zJhwgRGjRrFP//5TwAWLVrEzJkzueyyyxgyZAjXXHMNWmuee+45jhw5wqxZs5g1axbg7T304x//mFNOOYXhw4fz6quvBmVf+0OgPIwEQRAEIWBUlWaz/v2LrWFJei0IJxbR0dGhNgEIHzsEQRCOJzu+vY/SnM0BXWdi51EMPfPxJueprKxkzJgx1vADDzzAlVdeaQ3n5eXx8MMPs2DBAuLj43nsscd46qmnuP/++7nyyiuZO3cuEyZMoKSkhLi4OP7yl7+wdu1aXnjhBQAeeughtm/fzrJly4iNjWXRokXWuv/617/SoUMHtmzZAkBhYWGTtn722WeMHDmSjz76iI0bN7Jp0yby8vKYMGECM2bM4NFHH+WJJ55g/vz5ALz66qt06NCBNWvWUF1dzbRp0zjrrLMA2LBhA9u2baN79+5MmzaNH374gTvvvJOnnnqKhQsX0qlTpwbtv/HGG6SkpFBZWcmECRO49NJLSU1NbdLmYCCCkSAIghB27P/hMZSyk9h1DCXZ68TDSBBOMIYOHRpqE4DwsUMQBOFkoLmQtJUrV7J9+3amTZsGQE1NDVOmTGHXrl1069aNCRMmAJCUlNToOi688EJiY2MbjF+wYAHvvfeeNdyxY0efy19zzTXExsbSp08fnn/+eZ566imuvvpq7HY7Xbp04bTTTmPNmjUNbPjmm2/YvHkzH3zwAQDFxcXs2bOHqKgoJk6cSI8ePQAYM2YMGRkZnHrqqY1uA8Bzzz3Hxx9/DMChQ4fYs2ePCEaCIAiCoLWL7B0f0nXY5XQbfiXr378Y7ZQcRoIgCIIgCIGgOU+gUKG15swzz2TOnDle491eQf4QHx/fJhvcOYxaitaa559/nrPPPttr/KJFi7y8We12Ow5H057zixYtYsGCBaxYsYK4uDhmzpxJVVVVi20KBAHJYSQIgiAIgSJ72/s4qgrp1O8MbPZIAFwu8TAShBOJvXv3snfv3lCbETZ2CIIgCDB58mR++OEH675cXl7O7t27GTx4MNnZ2axZswaA0tJSHA4HiYmJlJaW+rXuM888kxdffNEabi4kzc306dOZO3cuTqeT3NxclixZwsSJExu0ffbZZ/Pyyy9TW2t85Ny9ezfl5eVNrrsx+4uLi+nYsSNxcXHs3LmTlStX+mVrMBDBSBAEQQgrjmx5l9jkfnQdeqklGGmn5DAShBOJsrIyK5Gp2CEIgnBy4M5h5P7df//9XtPT0tJ46623uPrqqxk1ahRTpkxh586dREVFMXfuXH71q18xevRozjzzTKqqqpg1axbbt2+3kl43xYMPPkhhYSEjRoxg9OjRLFy40C+bL774YkaNGsXo0aOZPXs2jz/+OF27dmXUqFHY7XZGjx7N008/zc9+9jOGDRvGuHHjGDFiBL/4xS+a9SS65ZZbOOecc6yk127OOeccHA4HQ4cO5f7772fy5Ml+2RoMlNY6ZI37y/jx4/XatVJMTRAE4USnsiSLJS8Opd/Uexl42h8pOryGVe/MYtzlH5I24OzmVyAIQrvAncPCM/npyWyHIAhCsNmxY4fkbRN8ngdKqXVaa59xeOJhJAiCIIQN2VvfAzTpo68HqPMwckkOI0EQBEEQBEE4nohgJAiCIIQN+RkLSewyirjkPgAoK4eRCEaCIAiCIAiCcDwRwUgQBEEIC1yOaooOryKl13RrnM1mCkZSJU0QTihiY2N9lj0+We0QBEEQhHAkItQGCIIgCAJA3oEFuBxVpPapS/yn7FEAaBGMBOGEYvDgwaE2AQgfOwRBEAQhHBEPI0EQBCEsyN72P6Li0kjtd4Y1zvIwctWEyixBEARBEARBOCkRwUgQBEEIOdrlJP/A93TqfxY2m4fzq1LmDOFf0VMQBP/ZtWsXu3btCrUZYWOHIAiCIIQjIhgJgiAIISdv/7fUVhWQ1v8sr/FKuR9TIhgJwolEZWUllZWVoTYjbOwQBEE4GVBKce2111rDDoeDtLQ0zj///CaXW7RoEcuXL7eGX3nlFd555x0Adu7cyZgxYxg7diz79u0LjuEnMZLDSBAEQQg5R7bOISq+C50HXeA9wfQw0toVAqsEQRAEQRBOIB56KKTtxMfHs3XrViorK4mNjeXbb78lPT292dUtWrSIhIQEpk6dCsCtt95qTfvkk0+47LLLePDBBwNiuuCNCEaCIAhCSNHaRX7GItL6n43NTHJdhzskTQQjQRAEQRCE9s55553H559/zmWXXcacOXO4+uqrWbp0KQAFBQXcfPPN7N+/n7i4OF599VWSkpJ45ZVXsNvt/Oc//+H555/nu+++IyEhgWHDhvHMM89gt9v57rvvWLhwYYi37sRDQtIEQRCEkFKcvZ7aynyv6mhu3CFpWnIYCYIgCIIgtHuuuuoq3nvvPaqqqti8eTOTJk2ypv3pT39i7NixbN68mb/97W9cf/319OnTh1tvvZV77rmHjRs3Mn36dGv+8847z5omYlFwEA8jQRAEIaQc2fxvbBExpA08t+FEdw4j8TAShBOKhISEUJsAhI8dgiAIJwujRo0iIyODOXPmcN5553lNW7ZsGR9++CEAs2fPJj8/n5KSklCYKZiIYCQIgiCEDJfLQfaOj+gy6EIiY5IbTFe4cxiJh5EgnEgMGDAg1CYA4WOHIAjCycSFF17Ib3/7WxYtWkR+fn6ozRGaQELSBEEQhJBRfGQNjqpCOg9qpDqGVEkTBEEQBEE4obj55pv505/+xMiRI73GT58+nXfffRcwEl136tSJpKQkEhMTKS0tDYWpJz3iYSQIgiCEjJxdn6GUndS+s31OVxKSJggnJDt27ABg6NChYocgCMLx4nhVSWuGHj16cOeddzYY/9BDD3HzzTczatQo4uLiePvttwG44IILuOyyy/j00095/vnnj7e5JzUiGAmCIAghQWvN4S3/IW3Qj3yGowGg3CFpIhgJwolEdXV1qE0AwscOQRCEk4GysrIG42bOnMnMmTMBSElJ4ZNPPmkwz6BBg9i8ebM17Jn4+qEwEcFOVCQkTRAEQQgJ5fk7qa0sILX3zEbnURKSJgiCIAiCIAghQQQjQRAEISTsX/4kACm9Tm1iLvEwEgRBEARBEIRQEDDBSCllV0ptUErNN4f7KqVWKaX2KqXmKqWizPHR5vBec3qfQNkgCIIgtA8cNeXk7P6M9NE3kJA2rNH5JIeRIAiCIAiCIISGQHoY3QXs8Bh+DHhaaz0AKAR+ao7/KVBojn/anE8QBEE4icjZ8znO2nLSR/6k6RlNwUhrCUkThBOJpKQkkpKSQm1G2NghCIIgCOFIQAQjpVQP4EfAv8xhBcwGPjBneRv4sfn/ReYw5vTTzfkFQRCEdoyztgKno8qvebO3vkdMUk+Se0xpekb340E8jAThhKJfv37069cv1GaEjR2CIAiCEI4EysPoGeA+wP1GnwoUaa0d5nAWkG7+nw4cAjCnF5vze6GUukUptVYptTY3NzdAZgqCIAjB4rsnu7Hsn2Obna+6PIf8A9/RbfgVHkmtfeOeriXptSAIgiAIgiAcV9osGCmlzgdytNbrAmCPhdb6Va31eK31+LS0tECuWhAEQQgwLpcDrZ1UlRxqdt6jOz5Eayfdh1/px5rFw0gQTkS2bt3K1q1bQ21G2NghCIJwMqCU4je/+Y01/MQTT/DQQw8ddzuKiop46aWXGp3eGjvnzZvHo48+2uQ8ixYt4vzzz/c5rU+fPuTl5TW5fCiICMA6pgEXKqXOA2KAJOBZIFkpFWF6EfUADpvzHwZ6AllKqQigA5AfADsEQRCEEJG790u/5tPaReaal0jqdkqTya7duCOWpUqaIJxYOByO5mc6DoSLHYIgCMeDhx46cpza6e5zfHR0NB999BEPPPAAnTp1Clh7DoeDiAj/pQ23YHTbbbf5nN4aOy+88EIuvPBCv204HrR0v/iizR5GWusHtNY9tNZ9gKuA77XW1wALgcvM2W4APjX/n2cOY07/Xks2U0EQhHZLVclhtn95JwCxHXo3Oe/R7R9QWXSAXuNu8b8BZQN5TAiCIAiCILRrIiIiuOWWW3j66acbTMvNzeXSSy9lwoQJTJgwgR9++AGA1atXM2XKFMaOHcvUqVPZtWsXAG+99RYXXnghs2fP5vTTT6e8vJybb76ZiRMnMnbsWD791JAftm3bxsSJExkzZgyjRo1iz5493H///ezbt48xY8Zw7733BsTOt956izvuuAOAffv2MXnyZEaOHMmDDz5IQkKCtXxZWRmXXXYZQ4YM4ZprrvEq7PL4448zcuRIJk6cyN69ewHIyMhg9uzZjBo1itNPP52DBw8CcOONN/LBBx9Yy7rbWLRoEdOnT+fCCy9k2LDmP842RyCrpNXnd8CvlVJ7MXIUvW6Ofx1INcf/Grg/iDYIgiAIQWbvsr9TU5FLTIde2CKim5z3yNb3iIjuQJchP/Z7/UYeI/EwEgRBEARBaO/cfvvtvPvuuxQXF3uNv+uuu7jnnntYs2YNH374IT/72c8AGDJkCEuXLmXDhg385S9/4fe//721zPr16/nggw9YvHgxjzzyCLNnz2b16tUsXLiQe++9l/Lycl555RXuuusuNm7cyNq1a+nRowePPvoo/fv3Z+PGjfzjH/8IiJ3157nrrrvYsmULPXr08Jq2YcMGnnnmGbZv387+/fstwQmgQ4cObNmyhTvuuIO7774bgF/96lfccMMNbN68mWuuuYY777yz2X28fv16nn32WXbv3t3svM0RiJA0C631ImCR+f9+YKKPeaqAywPZriAIghAaSo5uInvrHNJHXY/LWUPR4ZWNzuty1lJydANp/c8mIiq+Ba0oxBFVEARBEASh/ZOUlMT111/Pc889R2xsrDV+wYIFbN++3RouKSmhrKyM4uJibrjhBvbs2YNSitraWmueM888k5SUFAC++eYb5s2bxxNPPAFAVVUVBw8eZMqUKTzyyCNkZWVxySWXMHDgwKDY6cmKFSv45JNPAPjJT37Cb3/7W2vaxIkTLRFpzJgxZGRkcOqppwJw9dVXW3/vuecea10fffQRANdddx333Xdfs7ZPnDiRvn37+rWdzRFQwUgQBEE4eXA5qlk39yJskbEMPO2P7Fn8F1zOmkbnP7rjI2oqcunU/6wWtaMkJE0QTjiSk5NDbQIQPnYIgiCcTNx9992MGzeOm266yRrncrlYuXIlMTExXvPecccdzJo1i48//piMjAxmzpxpTYuPr/sAqbXmww8/ZPDgwV7LDx06lEmTJvH5559z3nnn8c9//pN+/foF3E5/iY6u88a32+1eufTcuTvr/++LiIgIXC6XZVNNTd07uOd+aSvBDEkTBEEQTmBKjm6kpiKPLoN/THRCV2z2KHQjgpHWmv3LHycmMZ1uw69oWUPKJkmvBeEEo0+fPvTp0yfUZoSNHYIgCCcTKSkpXHHFFbz++uvWuLPOOovnn3/eGt64cSMAxcXFpKenA0aeoMY4++yzef755y2v9A0bNgCwf/9++vXrx5133slFF13E5s2bSUxMpLS0NKB2ejJ58mQ+/PBDAN57771m23Ezd+5c6++UKVMAmDp1qrWOd999l+nTpwPG82vdOqNQ/bx587w8rwKJeBgJgiAIrWL1u+cA0G+KUXZU2aNwOX0/rMpyt1Gev4shZz5h5iTyH6UUiGAkCIIgCILQJhqrXhYKfvOb3/DCCy9Yw8899xy33347o0aNwuFwMGPGDF555RXuu+8+brjhBh5++GF+9KMfNbq+P/zhD9x9992MGjUKl8tF3759mT9/Pu+//z7//ve/iYyMpGvXrvz+978nJSWFadOmMWLECM4999xG8xi1xE5PnnnmGa699loeeeQRzjnnHDp06ODXPiksLGTUqFFER0czZ84cAJ5//nluuukm/vGPf5CWlsabb74JwM9//nMuuugiRo8ezTnnnBNQryJPVHvICzF+/Hi9du3aUJshCIIgmBRkLmHNf88D4Kz7S1DKxq7vH+Tgulc48968BvNvmX8r2VvnMP2XW4nt0LNFbS14sis9xtzEkNP/HhDbBUEIPZs3bwZg1KhRYocgCMJxYMeOHQwdOjTUZpwUVFRUEBsbi1KK9957jzlz5lhV20KNr/NAKbVOaz3e1/ziYSQIgiC0CK01O7+7n9jkvky5aanlMWSzRzaaw6j4yBo69T+7xWIRuHMYiYeRIJxIuPMuhJpwsUMQBEE4cVi3bh133HEHWmuSk5N54403Qm1SqxHBSBAEQWgRhYeWUXpsM8POfobImGRrvM0eDdqFdjlRNrvH/D9Qnr+r5bmLLJTkMBIEQRAEQRDaBdOnT2fTpk2hNiMgSNJrQRAEwW9czlq2fn47EdEd6Drscq9pyh5lzuPtZZS59mUiojvQe/xtrWtUqqQJgiAIgiAIwnFHBCNBEATBbzJWPUNl0X6Gn/sckTHeCfxslmBUbY2rKj3CsZ2f0nPsT4mITmxVm0qJh5EgCIIgCEJbaQ/5i4Xg0ZrjLyFpgiAIgl9Ulx8jY9XzpPSeQdehlzaY7kswOrrjY0CTPuq6NrQsVdIE4UQjNTU11CYA4WOHIAhCsImJiSE/P5/U1FSjAq1wUqG1Jj8/n5iYmBYtJ4KRIAiC4BcH171KbVUhg09/zOd0e2QcAK7aKmvc0R0fkthlFPGpA1vdrpFUW76ICcKJRM+eLU+AHwzCxQ5BEIRg06NHD7KyssjNzQ21KUKIiImJoUePHi1aRgQjQRAEoVkqizLJXP08aQPOIanLSJ/z2CKMLxZORwUABQeXUnxkNYNmPdy2xpVNQtIEQRAEQRDaQGRkJH379g21GUI7Q3IYCYIgCM1yaOObOGsrGXKGb+8iqPMwctZWorVm37K/Y49KpNcpv2hT20YOI/EwEoQTiY0bN7Jx48ZQmxE2dgiCIAhCOCKCkSAIgtAkJcc2k7nmRboM+TFxHfs1Op89MhYAl6OSyuJMCjKXkD7yJ9b4ViMhaYIgCIIgCIJw3JGQNEEQBKFRKosPseKNqdgj4xk08y9NzmuLMIQhZ20lObvnA9B9xE/abINSNkl6LQhCQ2pq4OuvYd8+SEyEKVNg2LBQWyUIgiAIJwwiGAmCIAiNsu3LXwEwcOZDxHVsOu7dHZLmqCnj4NqXSeo6lqSuYwJghZIcRoIgNOT992HvXuP/oiLIyoJrr4X+/UNqliAIgiCcKEhImiAIguCT3L1fk39ggZmH6NZm57ebHkYH171CZXEmvSfcjrLZ22yH4WEkIWmCIHhQWmqJRQUHl1FVmm3cJzZvDrFhgiAIgnDiIIKRIAiC0ABHdQmb591EfOogZvxyC0qpZpexmbmKCg8uIyFtON2GXxkYY6RK2gmPdjkpy9sZajOE40haWhppaWmtX8GWLQBorSnIXELWxjeN8Zs2HV87BKEJ8g58z96lfwu1GYIgCK1GQtIEQRCEBmz94jYc1SWMvWwuUXGd/FomKjbF+r/f1N/6JTL5h5IcRic4+354lH3L/s60n68hodPQUJvTJOvevxRli2DcZXNDbUq7Jj09vW0rqKkBQLscobUDKCx0sHFjJcXFTvr3j2bEiJgA3v+E9sy69y4EYMD034fYEkEQhNYhHkaCIAiCF0e2vc+xnZ/Qb+q9pPSa7vdy9sg4+ky+B4CU3qcFzB6lbGipknZCU3R4NQCVxVkhtqR58vZ9Te6ez0NtRrvH6XTidDrbsgKgTjBSqnWvtG21o6DAweuv57N4cSkbN1bw4YeFfPttaavXdyJRmruNypLwv6YFoT2jtWb3oocoy9sRalOEExQRjARBEAQLR3Up+5Y+QmLnkfQ/9YEWLz9o5l+YffchouM7B8wmpcTD6ERH2UyHZ90GAUE4bhzb/RmFh5a3aR1btmxhixlW1irqC0atzJfWVjvWraugrMyJs7aCiqIMAFauLKeqSu5Zy/81iSUvDgm1GYJwQlNTkcuBFU+wds6FoTYFAEdNOZs/vZnq8mOhNkUIECIYCYIgCABUFB7gu6e6UVG4j4Gn/QmbParF61BKERnbMbCGKamSdqKjlNHZ1yIYtQs2fng1q/9zVmiNcBhCkctVawyrtifYbw0//FAGwOHN73Jkyxy01rhcmu3bq0JijyAI4YPLWcuGD66iOHtDEFvRZls1QWzDf7K3zSV7+/vsWfzXUJvSYn54bQLbv/51qM0IO0QwEgRBEADY/tVdAHTsOZW0AeeE2BoPlA0kJO2Exu0d0tZ8NELw0eFSsTBAHkaBoqYiz/jH3D/l5aEVubXWVBYfDKkNQviitYuVb88iR8Jrg0ppzhZy9sxn2xe3HYfWwuTebH7gU7b2JzOU5e3g0PpXQ21G2NHmI6mU6qmUWqiU2q6U2qaUusscn6KU+lYptcf829Ecr5RSzyml9iqlNiulxrXVBkEQBKFtlOVuJz/jewDGXf5hiK3xRiEeRic6Ihi1HxzVJaE2wcAtGDkNDyMrrDHEaIx7lT20+hVZm95iyUvDKDqyNrSGCGGJs6ac4iNr2PzpzaE25YSmuvQIANGJ3YPWhnaZnrnhohe5BSPxSzlhCMSRdAC/0VoPAyYDtyulhgH3A99prQcC35nDAOcCA83fLcDLAbBBEARBaCUul4ONn1wPwKBZfyUiOjHEFtVD2SSH0QmOUkZn33rxFcKWmvKcUJtgYIak1SW9DrFC48b0MIqICG2VtILMJQBUFO4PqR3Hk6LDq1n/v8txifDcLO5OfbA/xuTs+Zyq0uygttEUtZWFuBzVIWu/yhSMYhK7Ba2NcPvQYp1TrSxEIIQfbT6SWutsrfV68/9SYAeQDlwEvG3O9jbwY/P/i4B3tMFKIFkpFbyrSBAEQWiSXQvupzxvJ6Mueou+ZpWzcEIpW9h8OROCQ52HkQhG9aksyWL7V3fhqCkPtSkAuJyB6Xx17dqVrl27tn4FpoeRq40haW22oz7a7WEUWsFIm7mdbPbIkNpxPNn86U3k7v2SquJDoTYl7HGfH8H8GKNdTjZ8cCVr/nte0NpoipqKXL5/pie7vv99SNoHcNZWABARlRS0NtyCUdhUkzVzESoV2nugEDgCKv0ppfoAY4FVQBettVtSPgp0Mf9PBzzv5FnmOEEQBOE4c3jzuxxc9wrpo66n69BLQm2ObyTp9QmPO5wo3JNehyJ/T/a29zm04XX2L3/8uLfti0CJeoESjOo8jFr3ShtowUhbHkYBW2WrcJmhejbbySMYKXNbLTFEaBT3+RFMkcEtLlea1QOPNxUFhnfd4c3/CUn7Bub+DaK3TZ2HUXgIRtZzUjyMThgCdiSVUgnAh8DdWmuvAHdtnDktOouVUrcopdYqpdbm5uYGykxBEATBpLr8GLsXPkhy+iSGn/t8qztcwUZJ0usTHrdg5Arzjl6gvGtaQnR8GgDVZUePe9u+CFT4Q21tLbW1bTje7k6JJSa37v7VFjt8C4hh4mFkVkxSJ5NgZDfvI2FSLcqTsEkWb1LnYRQ8u5wOo1JgqPKLaW3cq+yRcSFp37DBzOcTxPer8HtuGudUuL5TCi0nIEdSKRWJIRa9q7X+yBx9zB1qZv51B70fBnp6LN7DHOeF1vpVrfV4rfX4tLS0QJgpCIIgmFSXH2PFm9OprSpkyJlPhLzCUNPYxMPoBMf9YqnDsKPniau28ri36fboCZeX70AJRtu2bWPbtm1tMESbf9z5Mo6/HU4fzlbhIgy4O5HqJApJs1keRuGV08UgPM4LN24Po2Da5c4dFCrByMplFcp7p3V/Cp6AXJf0OjzOMclhdOIRiCppCngd2KG1fspj0jzgBvP/G4BPPcZfb1ZLmwwUe4SuCYIgCMeBozs+orr0CMPOfoYO3caG2pymUUqSXp/guBMWh6NngCeh8DCq+3ocHvkg3F/twwarIs/x3z+1tT46aJaQdZyNqW+G28MoTM6b44FbmHB7toQT4fbRw+1hFEy7XOZxCFVYZDiI7XUeRsEUjMIrJM26J4dLIQI/CbdrNJwIhOQ7DbgO2KKU2miO+z3wKPC+UuqnQCZwhTntC+A8YC9QAdwUABsEQRCEFlBVfAhbRAzpo29ofuYQo5QtbL7aC8HB7eEWymo2/hCK6ktWZyBMEojWeSaEmPoeRiEQRhyOhvclbYakuVyhvWdZOWpClBcsFPdsd/idy3H8PQGbJcw6o9Z9JYjHyeV0h6SFRjgIh3tnXc63IApG1rUeHu9JxyMMLxjocHm2hSFtFoy01sto/Co43cf8Gri9re0KgiAIraey5CAxST3bRRULpezh59UgBIWwT3odghfKuqTO4XGthk0luwCFpLUFly8NQLsan3YcsTxIQhSeFYpr2V0RzlkrHkbNcTKEpLU1IX4gbQhqGzo8PYzaW0ha+OWCCh/a15EUBEEQAkJNeS7R8Z1DbYZfKHukfPk5wXF3psKtU1WfUHS+69oMF8EovOwhhB5GvryIdJiEpLnDO0PmYRSCa8WdrylcPIy8PD7C7N52PCrJhTzpdRjcq9zXX1BD/46Dt1hLqPMwCrEhLUTeMxtHBCNBEISTEEd1CRHRHUJthl/YbJHhEwbTzinL3c7Xf0+gNGdrqE3xxv2iGy7eK40QinLd4fCV3BPra3YbewPdu3ene/fubTHE/NO2jlhb7Gjawyi0nTf3eRMyD6MQtOvOlRMuOYw890HYeOaZHI97mStMBKNw8DAKpmBUd26Fl2DU3mQG8WRvnNBcwYIgCEJIcdSUEhGdFGoz/MJmjwpJR/1E5Oguo/7E0R0fkdh5RIitqeN4fIUNBKHIYVQnlobH59pAdcI6d26jh6P1Nb1tSWXbYofT6auDFh4eRpanU4iEipB4GLmT54ejYBRm97bjUWAgXELSQpvDyO39E0TBKNw+qLXTHEYupwhGjdG+jqQgCIIQEBxVJe1GMFL2yLCvntVucPdiw8xX3N2pDbdOVX28O4DHRxGwvlATHvsmUGEeVVVVVFW1vWPf1nOmLXb48jDSYZLDCCvM8+QRjLQl1oWHN4/XPgize9vx6ByHPum1+zw4wT2MtLuNMPEwsp5Z4WGPv8iHycYRwUgQBOEkQ2uNo7q43QhGNnukVSJaaCvGC1y4ldo+Hl9hA4HXl9zjZKvlfRVyBcLAFaBS1Tt37mTnzp2tX4G7c9TGHEZtscNn2FmY5DCy8oKFzMMoBO2G2KuqPp5JdMNNDD8+IWkh9jDSoS8YUBcaGrxzsk6YDA+Bpi6nUnhch/4iqQ8aRwQjQRCEkwxnbQVaO9uNYKRsUVK9IlCEq4eRFZIW3i+YnjkOjpcHhSVShcm+qQvzCPErZIMqacf/nHb6OCTur/yhzmFEyAWjUIR3uEXEMLtWAMLEQ9DNcRGM3OGrIfpA4QqDe5VbYA/mB4ZwEzrcH/hcYSLc+ovkMGocEYwEQRBOMlxO46ufPSImxJb4h80eFX4x+u0Uy0U81J39ehyPr7CBwPPF/HjlM3KF2b6py2EUHqJjKD03fItCYeZhFKJOUEhC0gKUCD1QhHcOo+A/U0OdQygc7lXHN+l1eNyTrXMrTJ5Z/iLvmY0TXm+MgiAIQtCxXqJC5CbeUmySwyhw6PAOSQu3TlV9PEWb4+ZhZO2b8Hj5DhsPI3eIXoPQNI6bWlNnQsPy6SGPIAyxh1EoEsRbYl2YdFS9cxiFR7iQm+NRcr7Oiym0glEohZTjkvQ6DIQxT7TL7WHUvjx2QlVRsj0gglEYUp6/m/KCfaE2QxCEExT3y3R7EYyULVJC0gJGeHVa3FhiSJiIIo3hGcZx/ASjWvNveOybcOiEAZYiU+dJ4ynaHJ/z3KqS5tEZDJeQNB3qpNeh8GwK8TbXx9OLJ1yuXzfu+0owK1m5tz9UQoYOUL61ttkQfME/1MJcfdwJ1dubANPeBK7jSfvoLZxkLHt1HABnP1AWYksEQTgRaX8eRlGS9DpghGtIWnuskna8BCN3RyM89k3d1+y2nUM9evRomyGWe497v7ROMGqLHXUeRp7eTW7RotWrDRBub5uTKCQt3DyMdDsISQvisyDU4nKoQ+Kg7hwIZgUzd5qBUFWjq4/1vhYmwq2/SJW0xmkfvQUh4Gitw8Z1sTGqy45xaP1rOGrKKDm2kdrKQoae9QQpvaaH2jRBaNe0N8FI2aPCLqlje6Uu53V43f/dxzdcPAMaw6vq0XHqlIadh5H7GLXxHOrUqVPbDHHV8ybx7JC5XGD30XkqKoLVq6GkBHr1glNOaZMddYKRR6gi4RGSVlclLTSGhLRKWpjcR0JRVdFf3GHewfS+CbXnSziEz2pn8EPS6sS/8BCMXK52mvRa3jMbpX30Fk5wynK3Y49KJLZDz6C3tWvhH8hc8yLaWUPXoZcQ17Ef3UZcTWRMR6LjOwe9/Zawe+EfOLL1v17j1rx7LgCTrl9IcvqEUJglCO2e9iYY2eyRaFdtuxC6w5+Quz34xJ3zINw6VfXx8jA6Ti/DrjDNYaTamNWgoqICgLi4uNatoJ6HkW4uh1FREbzyClRVGcNbt8KOHVT8+McQGdkqO6ywMx9tN+dRUFXlIjpaBe+e5rYpVCFpIeh8WedAmHRUvXKehdm97XiIKaH28Km7V4U+h1Ewj//xEP9aQp1IFh7Xob9ISFrjtI/ewglCef4elr12CvEpAynP39Vguj0ynu4jfxK09isKD5Cx8mliOvSiqvggR3d8BMD+5U8AMOaS/5KcPonI2BRqKvI4tP5V+k75LRFR8dY6nLWV2CJirBccrTXOmjIiohMDaqvWmoKDS4lO6Mqk677D5apl86c3U3J0PQCr3plFr1N+QULacDp0H09Cp6GgXdgiohtdp6OmjOqyo8SnDAiorYIQLLR2sf2ru+g59qckdR0TwPUaD0VbmLgvN4eyRQLG10pljwqxNe2buhLk4fFi6cbyMPLDG8LlcnB0+wd0HXJxk/f8YGC9CON/yE1tVTE1FbmtfvbUVZDzr8NRW1VMZEyHVrXVEnva2gncvXs3AGPGjGndCiwPI7cw00xI2pIlUFWFo6acyqIDJKQNRx04wO4lS6Bnz1bZ4bScm3zlMPK9TH6+g08+KeLQoRoiIhQzZyYybVp8wIUjbSXfDk0nyO1lcFzR7tDW8Oioenkkhp1gZOYXCuJ7gJXDKNQeRiHEuv6CeE5aIWlh8lx3C1jhsP9bQnuz93gigtFx5MCqZ0G7fIpFACgbh9a/FrT2CzIXAzD+yk+I69ifgswl5OyZz8F1/wRg40cNxar9y/9h/R8Rk4yjqgh7VAL2yHh6jL6eisJ9HN3xEWf9rjigD53K4kyqSg4x9OyniU3uDcCUm5ZQW1XE/h8e5+C6f1p2e5I24Dy6DL6QnN3zKcvbCWgqCvdhs0dbN9Qz7yvAFuBOZ2XxQVa8eSojz3+NtAFnW+O11tRU5FJ46AcKMpdSnr+LzgN/RGKXUXTsOS1k3hJHd3yIy1lLt+FXisdGGFNReICsjW9SkLmU6bduDNh63QkJ24+HkXG9upw1Ab92T17C67rXLQhJ27vkrxxY8SQ1Ffn0mXh7sE3zwtXCpNdleTv44TXDG/as+0tbdb+1QtL82DdHd37Cpo+vJTa5H9Nv3RiUDoTLymHk37bk7PmcrE3vMPJHrxAZ2zGQhgCeyZ11g2lew9u3A5CfsZDSY5tRykZC2jDIyYGerfPwdnsY+ZvDyOHQzJlTQF6ewxpesKCElBQ7w4bFtsqGxrD2Rxh4GGntOi6dWSvZrh/ijLO2gsw1L9F58AUkpA4Oij3eVdLCSzCqS0gd/JC0UIlldfmDQrfvj4cN4Zbj0X3c25vHjuQwapz20Vs4Qeg35dek9plJl8EX4XJUUnxkHR17TqW2uojo+C44qktZ899zKTm6MSjtV5UeASA2uS/KZie17yxS+86i24irqSw6QNHhNRxa/xoR0UnUVuYDRofSHpWIy1FFfMogio+sxllThrOmzEtMcjmrsdta6Vbug9oKo/2YRO9klJExyQw+/W8Mmv0ILkclOxfcR9bGt3F/Wczd+wW5e7+w5o+K72LZ56YsdwdJXUcHzFaAI1vnUFtZwPr/Xcr4qz4jMrYjGatfIHvbew3mdQt3AJGxqdgjYkjsOobohC6k9JpOXMf+JHUdi9ZObEHo0FcUHmDTJzcAsOPbewFNUtcxRMV2QtkiSOo6GntkPDGJ6ST3mERkTLLP9bictZZXV8bqFyjN2cLI8xuKeOFGddkx9i59mKFnPRl24oPLWcvW+b8gZ++XDJj+IC6HEbIRGZsS0HbaXUia6UXiclRCVEKIrWnn+CpBHga4WhCSdmjDGwAUZS2H4ywYtSTpdXXZMdbOucBj+Cgxid1a3KbLUW223XzHP3ur8cypLNpPReH+oHjUtqRzUl2ew4YPrgTg2K5P6THmxsAZUj/pdVMhaYcOQVUVWmsqCvYAUFNZYEwra32BEUuX8hKoGq+StmlTJXl5DrTLSfb2D+jQbRzxqQP58suSgAtGdXaEysPIO3xT2YMvGLlDW/25VnJ2z2fP4ofIO7CAidd8FSR7PESzMEla78ayLZhV0loQTuty1pCx+gW6DL6I+JT+AWrf7QIYQsHIGXzRrM6jJ0w869pp0mvJldk47aO3cIIQ17EfcR37AUZOjtS+swCIjjBEjYjoRMZe9j8WvzAwKO07akqxR8Zhs0d6jU/uPp7k7uPpNuxyhp75OAC1lYXUVhcTFZeGPTLW+gLhrK3AFhGLs6aMnd/dz+FNbwPGRVZvtW22FSAi2nfnUCmFPTKO4ee+wPBzX8BRXQpKkbPnCxzVxSgU3YZfSUR0Is7aSvIOLGDjh1cDhvdSoAUj90s6wNr3LvCa1mPMTcR17E/xkTV07DUdR3UJefu+pujwKmor86kFqkoPA5BldoTcTLxuAR17TA6orVkb30TZIugx5maKs9dRkr2OgoxFddtST+Sy2aOJSepJReE+fOU/6T3hdjLXvAgQFMHI5XJQenQTMR16BiTP1o5vfs2xXZ/Sqf9ZdBl0QfMLHAectRUcWPUs+5Y+Yo3b9d3vrP8DnV+srspR+3gERMWmAlBTkU9UXFqIrWnnWIlww+vLn78vvDWVBTiqCgEoPrI26HbVR7cg6XXuvq+pLjvKwNP+xJ7Ff6Ysb0erBCNnbYXZYNPtae2iMGs5SV3HUHJ0I0WHVwdFMHI6jBxA/oTIeX4gyVj9fFAEo7rOaBMhabsMz+6a8mM4aysBcFSXGNOqq2ktTmdDDyPdhIfR8uWGOFWas42Kwv1GqGLqQEpLnRw7VkuXLoF7kbKu8RB1Ir09jJxAAF8SG8E6N/3oqJYc22T8PboxaPnxPENYw02kt+5lwfR8scJpm3/eHNs1jz2L/sixnR8z5aalgWk/DIopuAV/f/ezo6YMmz26QV+tyTbcz08/tjM/YxH2yDg6dJ8QtAgD9/Fuzx5Gx8srsr3QPnoLJxExid3oOvQSSo5tCfi6HdUlREQn+TVvZGxHn67j9kjDiygiOpER571IQqch7PrugYC78TlrjJeqiCj/ciO5cyh1H35Fg2n2yFi6DLqAATP+wN4lfw2Ky2FNZT49x/2c9FHXsWfRn8jPWEhUXCcmXvst8akNBcD+0+7D5XJQVXyQ2qoiig6vJiaxO+UFeyk8uJS8/d8Chit/oAWj6rJsYhLTGXb2U4DxsmSLiKEsbwc15Tkc3fERCZ2GkHfge+KS+5CfsZCKwr2Nrs8tFgWLtXPOp/DgMgAGTH+QftN+16aHnLuTYI8InEecm7L8Xax8ayaDZ/2VHmNvth42WmuyNrwOykanfmegXU7yMxeRu/tzqkoPU5rjfb2nDTiPbsMuozR3OwdWPEFsx74BtdPtGdFePIzcIlFNRV6ILWn/1OU1Ca8vaf5+hc0/8D0AqX1mk5/xPVWl2a0SYVqLqwU5jAoPLccelUD6qOvZs/jPlOftoFPf2S1u0y1wNNcZKM/fRW1lAYNm/ZU9i/9C/v4FpAchL6LL3Sn3w2OiLG8nKBv9pvya/cufxFlbYb1HtBmHuzPqzlvTREiaKRiV5xt5kyKik+oEo6oq3+qOH1jNeB6bRnIY1dS4yM83bC7L3WZsQnUptZWFRMZ2ZP/+6sAKRi3oLGuXk8w1L5LcY0rACop45jA6XgK1y+G/p4Xbm99p5rcMxn3ELWD5a1NZ7naKDq8mffQNQU8XYIXv+SkoHtrwBtnb5tJ38j2kDTjHr2Wsc9CP5032tvcB4xrVLmdA0lxY9yo/r+/ygn0cXPsSPcbcRGLnEW1uH8Dp9F/E3L/8CfYsfohuw65g1EVvNDu/G+1nziCXy8HaOecD0HnQBYy9dI7fbbQEy8PIz7x7OXs+p6Yijx6jbwiKPf7ilaTeT69I7XKi0UGJCAknTuyta6coW1RQHq6O6mK/BSN/sUcYLtSBttdRbXgY2QMYftJ16KXsXfJXrxf+QOGsKccelUCHbuMYf/Vnfi1js0VYHmcduo2zxuvJd7Pjm99waP1r1pf0QOKoKfXar+5kygmdhgDQ65RfeM2vtYvsrXNJ6DwCZ00JSV3H4XJWc2Tre0REJVJesIcDK54IuJ1ghFEWHlxmJIov2MPepQ+TvW0uA2f9hei4zih7JPkZC+k59qdExiRbYXK7vv8/ig6vMr+g2HDWVlBZnEH/Ux/AUVMOgD0q8ILR4U3/xllTyvav72b713fTdehlHN3xQbPLRSd0pbrsKKN//DZdh15qje8GHFz3SsDttDyM7O3jERAZZ5S9FsGo7YRbiXY3/n4hPbrzI2IS0+l/6u/Iz/ieosMr6Trk4uNhIoAVJgpNfz11OWs5uuMDug27nKj4zkTGpFDWWP7CZnCabTZ3zPYt+zsAHXtOI7HzCMrN0KtAY3XC/DiHyvN3E9uhN4ldxgCasrxddOg2FoDevXu3zZDa+p3RRjyMyssh3whzLy/cR0xSD+xR8Vboe2+XCzp1apUJDodbHGpYDat+SNqxY+7wHCNcMTq+M9XlOVRX5BIZ25GCgsBdk1prSxT25yt/zt4v2PX974lPGcipv9gQGBuc/nvjAWa44F6fH9n8b9PtzdGcN56m5NgmEtKGU5a7jaM7PgpKPjTPdAjNiRa5e79m/f+M5390QjevfJjBoCVeKU5HFbu+u9/0dtT+C0Z+Pm+01hRmLbeE3NKcLQEp9FEXGtW8cFFdnsOyf462/h9z8b/b3D54hBQ3Y0NtVTF7Fj8EQPb29xl54b/89nDx91iW5W63/s/Z/ZlxH0ro4lcbLaGlSa/dYctRcZ3oPPBHAbfHX3T9HIXNeHkVHV7Dls9+Rr+pvyV91HXBNi+ktI/ewkmGskUERzCqKiEiOrCVU5R5MQU67tMKSfPTw8gfbB6VlgKJy+XA5awmIjK++Zn9QCkbw85+mty9XwYlntZRXdoi4VApG91HXu01zh4ZS+/xt1rDLmd1g3C6QFCasxWA4ee9wMaPrqGmIo/ygj1WeKGbPYv+RGyH3lQWZ3qNLzm6gYiYjpbwVpC5JOA2elJ46AfAECfzMxb6FIs6Dzqf6PgulOZswx4ZR98p95DaZ1aj61S2yIAnNHTfX9rLF5HoBCMkr6okK8SWtH/qXuTCy8PInxd7rTXFh1eT0vs0OnSfiD0qkYKMxcdVMLLCw6DJUJ+yvB24HFWk9p2NUorY5N5UFR9qVZsuy8Oo8X1TU5HHsV3ziIrvTFzH/sR17Ef2kbVBCbWxvCaa6QBprSk6vIqOPaaSkDYUMPaLWzDq2LENCbBdLqtEmc+y1Z5fto8ds+yprcgzxSuoLDyA1pqOSrW64lttrfaywWjHsMtZ7/Q4etS45hzVxTgdlST3mER1eQ61lcbzye19FAi0s8bv8FOtNYfWGQVXygv2BqwT6Z3DqHEbtHax8cOfkLNnPgCTb1xqnSMtbtPpX76vquKDOKqK6DXzz2Sseo7CQ8uCIxg5PMIdm7heqkqzLbEIIHPNC0EXjFry8aAgYzHO2griUwaaIXz+heu4zwFXM+8wNeXHcFQV0XvCHWSueYGSoxsDIxi1IETR8x02P2NRwEKSLNGwmftl3v5vAEjsMorSY5spObrJ7+vAX4Gm6PAqAEac/ypb599CydENfot/LaElhRocNXU55I5sfS+kgpGrQRht42iXk82f3ohGE53QPdimhZz20Vs4yQiaYFRTGlABBupyoATcw8i8gQTSw6hO3Aps59tpeawENhmvskV5faELFI6aMqICnETZZosMSoiLs9bYtxHRHZhy8wqqSrKITxlAfuYi9iz6s3eonLJji4ixXhBiO/Rm0g3fEx3fBaejioNrX+bg+teoKj4IEPB963LWUHxkDf2m3sfA0/5otOFy4nRU4awtp6oki5jE7kQndG3Rem22iIDvW/cLYnvJYRQd34XYDr0pPPQDfSbeEWpz2jUtySkBUFmUSXH2WtIGnBu4UCJfdvkRPlNVcojqsqMkp0/EZo80cvWYeUiOF56CUVNJr0uy1wOQ1NV44Y9J6mGFQ7W8TeM+2FjHzllbweZ5PwVgwtXzUUoR17EfjupiaisLiIpLbVW7jVHXCWu6A1RTkUt16RE6dJ9AXMf+KHuU1xfuMjPZdEJCK56djrp9b3kNe+4fT7VmmxH+5awpw+WsJSq2I1q7cDlrcDkqqYyMg6NHSejhXWTDPzPcglHDjoY7v5GbI0eMearLDAErNrkP9shYas3k24H0MHKY5wzQ7AeHoqwV5Gd8T/eR13Bky7vk7JlPz7E/bbMNDXMY+cbdpptjuz5tg2Dkn6dFybGNACR2GU1Cp6Gtvjabt8cjJK2J68W9/f2m3ofLWU3mmpcCG77pg5Z06gsOLsFmj6bnuJ+zc8F9VJUcJrZD85UF3edAc+/d7o9tXQZfwMF1r1BZnNHsuv2hLhyseXE7Z++XxHcaQp+Jd7Lti9soz99FQqehbbbB5WfOt5LsDdjs0Yy66E1+ePUUSnO2tEIwavpYFh9eTVRcGl0GX8jWz2+lOHtdUAQjlxWK2Px7xtb5dVENhQeXBi2fmD9oP0VugOLs9VQWZzLywjfo1O/0YJsWciSbUxhis9mDIhhpV61VbShQuEWYgHvtmC/lgXxYuvO1BDzfUq1bMAqMh5Ebmz3wQgGAs15IWiBQNntQxC331zlbRAwxid1ITp9AZGxHug65mOm3bmT2PYeZctMPnHV/KdNv3cSZ9+Zxxm9zmXTDImbcto1os0qePSKGvpPv4dRb1lvrDnRIjrsj6Zn7S9nsRETFEx3fmQ7dxrVYLAKjpHyg9217q5IGkNJ7BgWZS7xyQggtp6Wu4hs/vo5Nn9xgVSYLFi7ra3fjL9Xur6PJ6ZMASOw8grLc7ce1ZLKnYNRUqE/J0Q1ERHewwo5jO/SiqiTL71wa3m02ncPowKpnyT/wHYNPf9QoEw/EJRt5zyqKDrS4vebw96u9uxpZfOogbLYI4lMHUZa3w5q+d+9e9u5tPD9ek9R6hg74yH/lPo8qKmCDEWLl7pTGJPW0qn/WVhWzF9i7p3Xhe748jNxtO730K82GDca5U112FKUUUXFpRMamUOtO4l7stASotuL+kGWY0/Tz48i297BHxjH0zCewRcQGTDzxzmHk+1zRWrPXLPYw9rL3SUgbRu6+1lcs8zf8p+ToRpSyk5g2nKSuYyjP3011+bFWt9ucPYZRvm1yOarZ8fU9APQYezPJ6RPRrloj/1cQsYRW7Wr2vlRddozoxG7W/aWpvJaeWB8omnmHyd37FZGxKSSnTyYmqRcVhRl+rb85rP3vh8dZSfY6eoy+wcobWpS1KrA2NHNOFmevI7HLKOI7DkDZItj/w2P+t2EJcrrRc98I+1tFcvokIqISSEgdTEl2YMJPG9jjMJ5ZzYXDlhfs49iuTwEYds5z1FTkWc+NUNAgJK0Jig6vBiC194yg2hQuiGAUhhgeRoHPL+FyOQKSRM4Td0hLwD0gtAOl7AFVmd0l1AOdw8hK0B2gkDQ3RihS6EPS/EHZImnqQdVa3K68NrtvoTMypgNJXUejlLLOFXtkLMndx/uc3x4Rw8RrvzbWHWiR0+xEufN6BQpljwx4aGJ7FIy6DLkYR3UxS14abuWhElqOtvKaNH9OOR1VlBw1RFZPz5Cg2OVHSFrR4dXYI+NIMJORJnYegbO2nMqijKDa5olbvIGmRefi7A3mvcl4zYpJ6omzttzyJvEXrXWTVdKctZXsW/oI8amDvMKE48w8MGVmWG8g8SckraIog/X/u8LolJvHK6HT0MCdR46GX4K9BCy3WvPVV+By4XLWUnJsE4ldRhKd0IUIUzCqqcgx5svJaZUZbsHIVyiDO4fRxo0V/PWv2eY0qCw6QGRcGjZ7BJExHa2QNK01hYWBeT9xenkYNb3OvH3f0Kn/WUREJxqiXoCOkT8eRhUFe6gqySKl92l0HngeqX1mU1Gwr1XCqtba75C0wqwVJHQejj0ylpTeMwBNSfbGFrfZHN45jHxfLwdWPg1AbHI/YhLTLa+WstwdPucPFF4fT/3wFoyKS7NCS0v9LMzj8uN5o11Ocvd9TVr/s1E2O3Ed+wZM6LbOh2a2r9DjY0RcykAiY1MpzFoZGBv88Mg0nrUb6NDtFJTNTlLXcVQWZ1JTketXG55ehI0JHaU5W6ks2k+q6Q2T1G0cxUfXt+paaw7rHa2ZjwrZ2+YCMOSMxy1v3NIgv2s0hctHaLEvtMtpVTKOig98DqhwRASjMETZIpp0dW8t2uUIeAfR8jAKsAijXa7A2xqkHEZ1SZQD7WEUFRwPI0cV9oiYgK7TZp0HwRFhAukZZzOrowXe06zSXH9gBSObLTKgtrqcNWz48CqAgAvIwSSt/1kkdhlFTfkxvnvy5HhAB4M6V3E/whAy60obByuBMrg7es2HkhQdXk1St3HWh4qEtOFAXa6z44FXR9zHi3nuvm/Y8e29lBxdT1K3U6zx7vCNlubhMtpze7F47xuXo5oNHxiVQZ31RNT4lEHEJKaTs3s+gaa5pNeOmjI2fXwdjupiBs78s1V9KqHTUKpKDnnlrLDQGnbvhkWLDJFnyxYoLm7cCA8PI+s56dkhczohKws2bwaMqmTa5SSx80jASK4aGZNMWY7ZOSkqAoeDosx8Vry6kh9eXkHeruY9Tuo8jHyFpMHhwzV88kmRNa0oayVVpUdIND01ImNTcFSXWB+y3GFpRtLq1nfkvEInm3h+1FYVU1WSZXXWktMnUnRkTUDKYfvztb7w0HIAhp1tiCZxHfviclRS0wpvH6/QuybuIy5nLUVmLjSAmMR0AKrLj7a4zebwx8Mod9/XRCd2Z/ovNpjhpP2JjEmhIHNRwO3xpH4J8aZwC0bR8V2ISepJcfb6Jud3Y93XmwhJKzqymtrKAis0Ki65D5WBEowsj7Omn3cZq54lOqEbiZ1HopSiY88pFGQsbPNHUC8Rs4l15R/4HmdthbUPhpz5OADHds3zqx3Pe2pj9+Wc3fMARZfBFwFGuHRNeQ7VpUf8asNftNbWh/Sm3jPyDyzkwMqnSO17Br0n3EZ86iBANagafDzxN1F/eYHhhRkV1ylk4XPHm5B9XlZKnQM8C9iBf2mtHw2VLeFGsHIYaZcz4DlL3ImkA59jJfDili1IOYzcD8LGvGBaS7A8jLSr1hLPAoXyOA9sBG4/uIKwb+tCEwN7jbldcO2RgRXjDA+jwJ2zhQd/qFt3O/IwAph4zdd895TR+Sw6vJrk9Ikhtqj9oVuQWyB3z3zskfF0HnQBefu/DZ5N2oklijTyUu2sraT02Cb6TLrLGuf+Ep+z5wu6DL7Qa353hzfQid2dtZUoZUdrZ4N9WFmSxfr3L7GG0/qfZf0fa4aIlRfsJqnraGt8dfkxqkuz2fX9/1GQuZj+0+5nwIwHrelVJXWJsut3eo7t+pT8jIVExqY2KMGslCJt4HkcWv8auXu/Im3AObictdRWFaKUvU15jVxWWKgmc81L9Br/S6+X5n0/PEbJ0Y2MvWyuVwLTxM6GwFeQuYTOA88zRKIDB2D/fkvYacCZZ8LUqUZS6spK+OYbyMgwQs3cVlh5uTz2T2kpvPceYCQEz933DVFxqcR26G3uHxuxHXrXCaFa88Et77N1f912fDs3g559YrjpXxdii/AtrlseRl65Lww7amo0X31VAkBVyRGyNr0NGCF6yWbYS2SMEcJcW1VAdHxnjh6tZf78YkpL67bl2mtTGDCgZc8Vp0cHsikPVXeIYEInQ8Dq2HMqh9a/Rkn2BpLTJ7Sozfr42if1KTy0nKi4NOJSDI84t6BXeOgHr4qhfrXn6c3TRGevonAv2llDUhfjOnSHileXBUMw8shhRMN7W01lAcVH1tL/1AesDzjKZiel93Qr5CVYNPSKa/heWFV6hHXvX0JZzlaSuxvP2/jUQVQU7verDadZwMblrGk0N03u3q9QtghS+54BGPfK2soCaquKiYxpW6Eelx/ekLn7vqX02CaGnvUk9kjjg1/ngReQs3s+ZbnbLQ/JVrXv9BQMGz8nj+2aR0RMsuntBh26nUKH7hPYv+JJ0kddZ0VINIajuqSuGR/Pdq1dHNv1Kcnpk4iO72y1AVB0ZA1dk9L93qbmaOojh5vtX93FoQ2vE58ykBHnvQhARFQ8SV3HcmzXp/SddDcR0YHNuesP/uYw2rvkYQBOucq/qtgnAiHxMFJK2YEXgXOBYcDVSqlhobAlHFG2iKBUxwqKh1EQK4+1H1trzfUHWuAKTg6joJ4HQfIwCqRHlM0sJR/oayxYHkbKFhlQcWudR4e2vQlGEdGJzLr7IPbIeKvzJbQMK1dQM+e/1pqcPV+Q2u90krqMorYynxqzDHnAbfL4Cl9dfsxn+fmCzMVol8PKXwTGC2ZUfBeObPmP1zqObHuf757owtr/nkfJ0YZJsR015a12w3fWlmM3Q3o3f3qT1W7ege9Z/q8627oMuZiOPU+1hhM6DUHZItj+1V1krHrO6nCtnXMBK948lYLMxQDs++FRL4+pyiIjSX9sch+ctRUeX8w1hzb8i4joJGbeuY+OPac1sLXf1HsB2Pr5rez6/v/49vGOLHquHyvfmkGNGRqXu+9bDq3/VwOhzqhwtsbnfvIMCd254D4rwbd7uextc+k86PwG1W469TuT6ISulLzzOLzxBnz6qSEUmWKR1prqsqNo7aoL/fv2W8PzSGt47DEjH1FhIVR7igN1VdIse02xCKDg4FK0y0GH9IleHdao+E44aytwOmpYmpliiUUuZ40Vdncoo4q/nPE+tRU1bP14M3876z0emjmH//zyM7Z8uJnSAncIVMPwnszMag4dqjFtqKvQ2Xngjyw73NXI3GLFwoWlXmIRwH/+U0B2dsueV/56GLkrjro9nlJ6zUDZoziw8qkWtecLrzCZRrzmC7OWk9xzirU/OqRPxB6VYHketQTv8K8mKhiaIS/ufDy2iGgiY1KoLs1ucZvN4WxGxCo9ugnQdOw5xWt8QqehVBQdoKIoI4gJuZvPMZW3/1srrLXLkB8DhgdQRdF+v+6hdfcK3egxyd37JR17TrPEodjkPgANqt62hroQxcYFo2M7PyIiJpkeY26yxiV2GQVAuY9nUYva9xQMGxGtHDXl5OyZT+cB51rCkFKK/qc+QFXxQY5sfc/ncl7r8BCMCg4ubTC9IHMJZbnb6T7yJ9a4pK6jsUXEUJS1wu/t8QdPsbo4ey1Htr3vbWtNGYc2vA7A6Ev+Q4yHWNVv2r1U5O9h96I/WuNczlrfXqlBwOXy08OocB+grI8gJwOhCkmbCOzVWu/XWtcA7wEXhciWsEOpYCW9DoZQYLfWHUh0EPItGXlu7AEXjIKVD0YFIdkxGPa6RZNAYYkwgQ7zMh+2qpmvKy2hrrJfgJNeuz2MAh2SZo8KmIdR1qa3vc7/9iYYAUTFptB54I84vOltNs/7qSTBbiF1CYKbvmeX5W6juiybzgPOtb7+BysszfNltyxnKz+8egpf/z2Bte9dZCV+PbJ1DlHxXejU17saSZ+JvwLg6K5PqSjcT0VRBlvm3YzLWU3hoeWseHMa+RkLrflrq4pZ/OJgFr8wkKM7PvRaV3n+brM6UaXXeJejmi3zf8Gyf46lKGuFFV7mrC3n4Pp/kbnmRda9dyGO6mKGnPEYs+7KYMzF//YSJ2z2KLqPvBZHdQm7vv89S18ZxdYvbvfKFzPjNsPbY9W/z0S7nGityd37BcoWQVKX0VQWZbD4xcE4qks4tutTCg8tZ8CMPzbqRRWT2J3xV3+GskWSsepZa3xlcSYLn+nF3iUPs/79i9n+9d3sWfwXrw7NkS3vsuqdWRxc988GHUMr749J1qa3rP93ff97qkuPkDbg3Ab22OxRdBl8EbVb1+I6sJfO+bvpUVVERdEBnI4qcnbN49CGN9i37FEOrHyaqpLDxoJz5sCf/wwYolJ+xiLKC4ykuy5nLdrltDyIc/d+abWntaa8YC/l+XtISBtGBzPsCpvx6hsR3YEqZzSrNqWSfyQZMHL8FWWtovjwGmoqC6xtf+S8D/ng2W3U1BjDe3eU8eHz28iauwh270HXGvdopWxUFGV4dVC1y0lFoRFi03PsT728UCNjU7BFRFNVLywkd98C9i79O7VVRQD885+5bNtmnJd5eQ6efTaHhx46wkMPHWH9+grq407gbI9KbDS87MDKZ6wcKTHmOR2d0IWeY24mb983bc4V5/lRJmvDGw06zFWlR6gsyqBjjzqx02aLIDFteKvCUpyOpgUj7XJSmrOVkmObQdnMEBiD6MSuQQ9JW//+pQ0SKZfkGGJpfS+Wjr2mgXax9OURLHt1XIPltMvJls9+zpbPbmm1bTXlHtdxI2LOka1zAKN6mzuEr0P6JBxVRRRkLGq2DbeHkdFEw/eYyqJMynK3e90v3IUC/PViagpLYPfh3QXu/EnfkNr7NC8vnviU/qBsxrniQU1FLpvn/YysTW+Ts+eLZtt3VJd6/F9CpY+Q5MOb3sJRVUTPsT/zGt+p35kkdhnNti9uY8tnP2+mnbpn6IYPrrDuj27cAqznfrbZo+jQfTxZm95p9ANqwcGlVBYf8jmtcVtKvYa3zLvZuo8BbP/yTgDGXz2fxDRvwaXLoAvoMuTHHFr/mhX2uPXzX/Ldk10DEibbHPU9jFyOanZ8ey+VZnVlgOryHMpyttJz7E+tHIUnA6Ha0nTA8wzMMsdZKKVuUUqtVUqtzc31L+nXiYLRiQt8AuFghnkFPIeRDrytYAgPgU56ra3Qh8CGeQWjVL3W2jgPAhyaWOe9FeAwL2cNNnt0QGOEg1bZz51vKTLQHkYRAbG1NGcrOxf8jvhOQ4iINr7kNVduOVwZcuY/6D3hdrK3zWXBPzp5vSwJTeN+MWzu5asg0/CISOl9GvFmAuVgVS+prfKdCDr/wHeseud09iz5q5FzpNe0BvnM3J2YLfNuZukro1j6stHx6tT/bAbO/AtgePGUHN0IGEk2HVVFVJcdZdMnN5Cz5wtczlrK83ez6p0z2LngPrZ9cTsuZw3Hds2jsvggy9+YypEt71qCmbvCFsCu737HzgW/Iza5L+Ovnk/vCbcTFdfJ5/aMOO8FyyaAw5veJjK2LjQstkNPUvvMxllTyjePdeCbRxM5tOF1ug65xAqbqanI44fXJpC55kVik/vRa1zTHYnUPrOYctNSYpP7Me7yD5n5q3106G6EGu37oS4TwIEVT7Dw2T5s+vQmfvjXRLZ+biTQ3vntb/nm0UR2L3oIMDxXnDVlxCTVldTO2f0ZLmctefu/I3P184B3OJ4nXQZfhHbVsn/5E1Rs/4CiNS9xZMscDqx4itI872SnhheD93tQZdEBCg8tJ3vb+9RUFuAwO6Tue1rJ0Y2Wt055wW6yt71veqZ5hK/Onk1OeRTfHB7JG4eu5tDRCKiOpKaywDpPAMpytjVIqF5bVUxlUab3PefIEaLX7yaxIIK4HAeuI4fI9+hMHzETuyanTyQ6wQgHufTSjthsRrGGmITuVBUfxK3L5e1fQPGRNYARQux+Z/nf/wpZtaqcF17I8UqOPW9eEU88cYzKyrp9VXJ0I/aoROJTBpC753O2fnG713bk7PmS3QsfJCImmdN/ne3V8ek8+AJczmoyzGTMnhRkLmHNf8/zWVFMaxc5u+dbx8zzuZW55kW+eTTJq+PorlrXsedUr/V07DmNoqxVVBZlsmX+L9iz+M8N2vKFw2Pd9T8IOWsrWP3uOSx/fTIHVjxJfMpAL8/l6PiuVJc2FIxKjm5i18I/cHD9a80nTs5awcF1//S6t3p6ejlry1n/weVeAmxh5lLiOg4gKi7Na10pvWcSZYYOAWyZf4slKlaWZLHgic4c2TqHI1v/S/GRdQ1sqSw+5LWvfVFVetj639cHtMKslRQeXEb/6f/HwNP+aL2HdR1yMcoWSd6BBU2uH7xz6+xf/o8G090V8TxLu7vDRgNRzMDKOefj2OXtX8D3z/SkpvxYA4HbHhlHau/TOLz539RU5Fnjd333e7K3vce2L25nwwdXkGHe7xrDcx+XHN3AkheHsOGDq7y8SI/u/ISkrmNI7jHJa1mlFOOv+gSUjSNb51BesA8wnuEZq1/gh9cnU1l8CK1dDd6BMlY9a52vVaXZ7Fv2N4AGlXo79T0DZ00pmz65rsGHgb3L/s6ad89lyUtD2b/iSZ8fLvcs/rNPDyLw/iDpvq8e3fkJ2dvfJyYxnZRe033us6FnPYE9Mp6Vb83g678nkL3N8LDavfAPPucPBM7aSiqLD3l5UZfl72Txi4M5uPZllrw0zPo4mbn6BQDsIQiZCyVhK41prV/VWo/XWo9PS0trfoETCEuECYLXji3QXjtBy2HkDIpgZAtwPhgIoodRgJMdQ91Xt+AJh4EXYQKZ8BqCl8MouB5GbduvZXk7WPn2LOwRMYy68E0GzTI6rZGNdGzDnai4VIac8RidB54PwPoPrghKZckTESuHUTPCecHBpcQm9yG2Qy9ik/ugbJGU53sLRlq7KDqytsXhXc7aSvL2f2e9gNWvHDZgxh85+4Eypv1sNbaIGPb/8BhVJYfo0H1Sg3UldR1D74m/ouvQS0juMYXI2BS6DrucU674kH5Tfs2QM58AjEpEq/9zNju++TWJXUYz9rL3sdmj2fLZz/j28Y4se3WcJVxlb3+fbx9PYeNHP2HJS8OoKNzHgBl/oMfYm+k59qf0P/X3DezoO/luUvvMbHbb+035NWc/UMbpvznGjNt2MOOXW5l841Km/XwtAOOu+ID0Udd5LdN16CVe96uq0sMUZa2g+4gr/fLEjU7oyoxfbiZtwNlEJ3Rh4rVfc/qvj1gd0t6ml1ZtZQFHt//P8nry9MA4sOIJMte+bIkxbi8AUNRU5JG18U02fHglCWnDmXXXgQYdEzfJPadijzJetMujEyk3X7rtkXF0G3Y5/U99gJ7jfkZEdCIFmUvJWP08Lkc1tZWF7F36N6/wjPz9C6xOpaeI5w5DdHfK4lMGEJ1g5D7jppsojuzIy2v6sCm/N05iqHUdg+haaj06hpGxRm6hqpIsqzNWWXyQ0mObqSw+SMmxzRRnr7c68U5HFbGVUUSXaiKqtZUbyFlbQWWREVqT0ruugzRyZCxduxrPzYS0odRU5FNesJvqsmMUHTbEImWLoOTYZjJWP0dVidHOl18aicBdTgdHd35ieWGVlTl57LGjPPTQEfKzD3B4839I6T3Dekc7vOlt63pzuRzsWfJnohO6Mfn67xvkCknpeSode00nY80LXh3R3H3fsua/51GQuYT9y59scGwzV7/Ahg+v4siWOda21+fAymes/wsPLccelUBil5Fe83QdeilaO1ny8nCObHmX/cv/QXa9TqkvPO8jObs/Y8/iP5thii7W/+8yr9CbzoPO91o2OrEbVaWHve5llUWZrP7PWWSsfJodX9/D6n+fSWHWSnL2fOnTs3X7V3ex45vf8O1jyVSXGYJadZl3mFttZQGFHiFDpblb6eCjqqtSilOu+Jj+p/6eCT/5guqybHYv/AO1VcUseXEILme1JU7vWvig17KludtY8tJQts6/tcF6wR3O+gY15TlExqaY45ymfYUseLIrX/89gdX/PoOouDR6jL7Ra3mjstxpHNnyX2oq8inL30VVaTY1FXkN9ouzphxMMXL/8n+w6t9nsuSl4ZbHRs6eL4lLGUh8ygBrmciYDkTGpjRIfO2oLiFr0zvk7v3a53bVx+moso6D5/uBy+XgyNa5rJv7YxzVJYw4/1WvUC03g2Y/Qm1VEQuf7cOiFwaRteltsut5pe767gGObJmD01FF3oHvqSw+RHH2eqrLc9AuJxnm+W5kYsHc5vmsfHsWpTlbqS7PofjIGlLrec66iYpLY/ovNgKKAyufJnfvV3z7eEd2fXc/ZTlbWTvnArNinfczOGvjm+xbaohE+394DIC+U37T4ONr3ym/Jn30jeTsnk9pzhZLfDq2+zP2LX3Emm/Poj95CTYuZy0HVj7N/uX/YMu8mynOXk9Z/i5qKwupKNxn2e5m98I/4KguZdPH1wJwytXzGn12RcWlMfKCV73G2SPjyFz9PPuWtT7dsctRTXH2BgoOLvMav3bOhSx4Io0lLw3lsIe37MYPr/YSC7M2vE5NZYEVrtt38j2ttqU9Eqp4hMNAT4/hHuY4gXod2gCG4gRDhAlWXiDDCybwFZwC5a3hiZXDyB5gD6NgilsBttXtsRTwUvXO6oAnEw9WonaXO4dRoJNe2yLRbQgNKM5ez8q3ZmCLiGHCtV+TkDqYpC4j6Tn2pwG0MjSMufS/7FzwOw6ufZl1cy/mlKs+PWkqVrQWl8usWtOMYFqas40O3cYBRphIdEJXDqx8igEz/mAJxEtfGUVlUQbJPaYw6bq6pNiVxQfZ9PH1xHcaQt/JdxERnYyjuoiMVc+TkDYcl6OSPYsfIiFtOMPPfYE173p/3XXnskhIG8a4yz9g5VtGR9tXknOlFENO/7s1rLX2+prca9zP2bP4IcOTyBR1+0/7HZ0Hnke3EVdx2MyFpexRpPaZRfqo66yXWjcjL3iNbsMur9u+orrcGraIGFyOKisBt79ERMUTYVbW7NBtbN367FEMO/d5bBGxHFpvvDTHpfTHtdf4Ep/YZTSlxwxBpO+U37SoTc82bPYoJt+wiAMrnmLQzD/Tf9rvcDlryFj1LMVH1hIV14nBs/9GdfkxCg8tZ/fCB9n57b3s/NbIi5TUdQwFmYvp1O8MCg4u48CKJ3E5qhh+znMNvCW82rZFMHDGH6nev5Ht8Z2x2SLor2xeHi7R8Z3p2HMauXu/wllTTlneDi/Pn+iErsSnDqIgc4kVehEVl2b9X16wm6jsNMrzdpHcYzKd+s42FuzeHXr1okPnKvqnrGBvQbzhDZZSRG1sNtXlOUQldCauQx+r2EDp0U2U5mwlsfNI67i7k/46a8qpKskiKq4TjqoiQ4AzwzEc1SVUlx2jONvw/ug57mdWyMv//Z8hXp1yShxHjtSQ2GUkRVkrKchcaoUm9Rx7E1HxnSk+so78jEXk7JlPj7E3Y7NF4KytND0INGW5O0gbcA5JXUajzFC7v/5xM2f1qab/tPtZ9e+6jmh53k6Suo6h8OAyynK2MuzsZ7xEQTfKZmfw7L+x8q3pHFj5DFHxaWSuecmrA5+18U0GnvYn6xx21lay63tDSK0o3GPtA0+MUJNXGXDqA2g0x3Z+TErv0xqEVCZ2HkFUfBdqyo+R2mcW+RkL2b/iCboMvQSbLQJHTTnLXh2LzR7DoFl/oWOPKUQndKG2qtBrPfuX/4NuI67i4JqXKMhcQu+Jv2LAqQ9QlrfTSnjtJrn7BI5seZeCzMWW8LvTLJs9+PTH2PXd7yg6vIrV/zYSM3smp8/d+xXHds3zCi/d/vVdjL30PapKsohN7mMJm9GJ3dm54HeMu+IjouJSqSo5TJyZs6c+SV1HWwnye467hYxVz1hlyGOT+zD49EdB2chc/TyFWSvp2GMyNRW5bPjgSsAQJn54fTLdhl5G3ym/wVFdglKK7O3/Y/tXRvGAlF7TObbrU3Z882uGn/cy3z/T08uGCdd8YVU59GTA9P9j1TuzWPhsb2ucLSKGiKgEImNTiU8dSFR8ZxzVxUYqCHMet2i35KVhzLhtBwUHl9DrlF80WH9Cp6Ec3vIucSmD6DHmBqpKslj33kWWx07nQeeTmDaCtIE/IrZDDzZ9ciMJnYYw+PS/W9eZUWFME53Qleqyo2z86BqGnfMsGz682rKj//T/I92HWASQ1GUUg2c9zM4F91FdeoRtppfejNu2E9uhFy5nDSvePJUt83/OlvkNPT3dzwaAmKQeVBZnkj7qeuyRsRxc90+Wvz7Zmjel1wyfNoAhzqcNOIfDm96yjn9y+iQiopPI2/8tK96cRkR0BxI6DaHo8CpGnv8ax3Z/yoFVz9Jr/C/I2TOfLoMvYtDMhp56StkYNPNPHN70Five8Pb0i4juwGm37+TAyifZv/wJMte8SOdB59Ox56nsXvRHMlc/b12nK99qaH9UfJolmJYc3WAVLEnrfw4JqYMb3V4wPFFPu30XtdVFJKYNp6JwP8tePYW9Sx9m79KHiU8dhD0ynvRR19HrFCMsU2vNvqWPsO+HRxl8+t+tcHXtcnJw/Wvs/Pa31vrHXz2f1D4zyd7+P/Izvm/UjuHnvUj6qOtZ9c7pHN7yX6rMPGfRid2JMsXWk4VQCUZrgIFKqb4YQtFVgO8r9iQkWB4QwQjzqqs8Fv5V0iBIXjuWh1HgvbcCHuoXtHxLwao8Vh0ED6Pg5N1yXwMBF7gionE6W5en5+iOD9k8z4iLH3rWk80+pNsbStkYeNqfOLj2ZfIzvqfw0LJG3ZwFA3+qpLmctVQVZ9JtWF2VoriU/lSVHKLk2CaSu4+nonC/1QkqylpB4aHldOg+nrK8Xax4w0jgWpy9liNb/tNoO0YY2CxrOCK6A47qYssDBQxhou5/706eL5RS4PGxQdnsdB16qSkMKU7/TTYRUQkARJnhYH0n/9ryugMoGPszqsuPMWjWw8Qkdrcq59Sts+7+OfHab9i37O9edrYVmy2CYWc/Rd9Jd1FwcBnxqUOs51avU35B1sa36DL4gjYXA4jt0Ith5zxjtGl2sgbPfsR7nuTeJKdPpOuQi1kz53wqiw4QnzLQqPK16lmUstOh+ykUml9tk0yRscnts0cQ26EX7qPkS+Lt0G0cSV3HkrXpLStXSFRcKnEd+5PUbRwRUYnUVORSnr+H7iOutqrJRSd0obrsGLl7vyI6vjMpveoSj3PppUa1tdhYJk2MY+9XhvhUTZFRxl1rYpN6Ws8ce0QM8amDKM3ZangrKUVil1FERicRGZtCVclBqkqOWPllouLTvPLCHNpgVK5L6DSE6HhDRPvRjzoQGWls8ZgxsfzwQxkFBQ6Sup9C3r5vyT/wPVFxnSwPreT0CdjsUeTs+YJjOz6my5CLKcpa5eUJk7v3K3L3fkVy+kRS+8yksuQQX6y7jkm3jvQKO17x5qlM+/kaKkxhzVeeqbr9P5auQy9j//LHG0wbe9lcNnxwJRmrniFv/wLSR17D9q/vtqYf2TKHAdP/QG11sTUuMjaVrkMv49jOT8hc+xL2yHhqKvLoMfr6ButXNjtTblpGbVUBiWnDObJ1Lls++ynfPpZM3ym/4cCKOu8mt7ib0HmEz6TV+5Y9ytHt/wOgz4Q7iIhO8ik8dx/5Ew6sfJqd397L1J+uJGP18+Tsnk+PMTfRZ+LtpI+6lsUvDLS8pg5tfIN+0+7DZo9iy/xbLO+mPpPvIWPl00ZonstJVckhktMnWffKQTP/wpbPfsbiFwYy6qI3AU1scu8G9tSnz6Q7yVj1jGHriJ8w9KwnUUrRc+xPyVz9PJWFB4hL7sOi5w1PncGnP2p5oezJ2cqexQ8Z+1bZie80GGWLNMQVWwTHdn3K0R0fYYuI82rztNt3eSUk9iQ5fQK9xt/GwbUvWeNs9mjTE3WXV7Joe3QSDlPM69BtPLXVxVQU7GHVO7PQzho6+zgPu4/8CYWHfmDXd78jc80LXtUiAXJ2zydn93yvsNqCzMWUHNvM8HOfIyquE1vm3WzY2mMKx3Z+zLFdn1JTmU9R1gp6T7idXqfcSlzHvk3u917jf8meJX+1cjH1HPszYjv0Mrc3igk/+ZJtX95Bzu6G1bLcYtGYS95lr+ntk9JnJt2GXY6yRZC55sW6/dljcoPlPenYcyq5e79EKRsz79xPdHxnaioLWPiMYcvQs56kquQQRYdXkdB5BHEp/cnZPZ+Fzxrb16mREGEwxPb+0+732pcAvcf/kojoRAae9hAul5OMlU97fdzp2OtUxl89n9X/PpOa8hyvJOXDz3uJjNXPAYbHcM6ezyk9tokeo29gsMcHnqaISUonxsxWE9exH+Ovnme1704EX3J0AxExyXTodgor35qBw7zn7PruAVL7ziYxbTgZq5+zvKPcVcjXzjmfGbfvZPeiPwEw7oqPiYxO8hLYAXqMvgGA1D4z2b/8H5Qe20R8ykBOufITv7bhRCIkgpHW2qGUugP4GrADb2itt4XClnDE7VkTDO+S4CW9bk8haQEWYdxCQaBzGNmDIG6ZtrabHEaOamz2wHvsQBBsNT03mit/2lLsEbG4alsuGGWseo5d3/+eqLhOTLjmKxI6DQmoXeFCRFQC/abey/7l/+DI1rkiGDWDO79GYx52WmuyNr6B1k4vr5nh5zzH0ldGUZqzheTu48nd9w0AE6/7lnXvXcTq/3i/kJ5y5aesm+tdy8IelYCzpoy4jgMYcubjxKcMYP+Kp8g/8B1p/c8iZ88XOKqLvUJklFJMvG4BFQV7Wn1tdR5wriEYKWWJRQAR9aryuHGLKI1iesNExHSkQ7dxjLv8f62yqzlik3uTbnYmPZ8zk29o/ItosIhN7s30WzdTcnQjCWlDyT9Ql0h88KxHWP/BFXTqO9v6iNQkZ51lVDk7cAAqK6FXL+jfH1JSDEFn3jzYsAGlFF0H/5j8jIU4a8vpPOhCrzLbXYdcjMtZi80eaXm/xKUMICYxncriTNIG/qjunPnd7yC2TvgbcM10UhZ/TwGJEN+V6vJjxCb3wh7p3WmOMEPdtMtBZGwKkWaFPJs9kpikXlaoWER0otcX5+iEbjiqi4nt0IvOgy8AYODAGCZMiLfmsdsV48bFsWBBCYmdR1J6bAs1FbmkDTjby4akrqNx1JRSkLnUygMT17Ef3UdcibO2gqqSw2Rv/4Ciw6utUuxJXcfxr3/lMcwRSVRE3bX+w2tG/ip7ZBzRPjxHPBly5uNUlRwifdR1dB58IY6qImKT+4J2ERmbyr5lRsfPnW9p0KyHiU3uzaaPr+PY7s9weiS/jYhKsCqBZW18yxK8fFX3A4hJ7GZ5tnQdeglbPjM8Yj3FotEX/4fDm972quTl9iZxc3T7/4iMSeG0O3Y1EH49sUfGMXDmn9n86Y2s/s/ZFB1eCWCFbUbGdGDGbdspzFqBy1HN5k9vZNmr4+gz6S4c1aUkp09m4MyHSOl1KvEpA9j2xe2s/99lOKpLSOo6hrz9hgdmt+FXsP3re3DWlLL505sARUrvmU0eB8AqhQ4w4vx/elTZM4TF7B0fWF4uMUk96DPxDrTLQVRcJyqLD1o5bLR2Upa7nb5TfkPv8beStfEta71HtvwHlI1Zdx4gMia52Y+gA2f8gajYFNJH34B2OYhO6GLkzTET02/6+FpczmqS0yeSt+9rhpz5BL3H34qjppzNn95oJahP7jGlwbrTR11nvPs4aziw8mmi4jsz5IzH6TbsMqpKDrN/+eNWpS2AET96mbwD33N0+/+scxyg+8hriE8dxLGdHwNQeHAZyhbBgOn/R4R5LTeFUoozfpNt5uVRDUT6qLhUxlz8H3Yv+hPKZufAyqcZc/F/qCjcjz0qns4DzycmsRt7zWvFHhFjeMWe8Ri9J9zOkpeG0euUWy1PvcbodcovqCjcT3L6ZOtcMO43CtAkdRtLt2GX03nQBSR0GuKVbN0elUiXQRc2uf4BMx4kIW0Ymz4xBNweY26i5yl1CdX7T/sdsR16cWTzuxRnG+HT/af+Dpstgsk3GM+C2qpiCg4uwR4ZT6e+s9m/3AgHT06fQP9p9+GoKW92O5siuXud0DvtZ6s5uuMj9v3wqCUMuhlzyX/Z+PG1LP/XJAbM+CP7lj5Cp35nMmj2wySmDWfVv8+kKGsFq/99JlWlh5lwzVek9Dq1ydD6HmNussTzvlN+65fIe6IRshI5WusvgOZTzJ+E2C0X34bx320hOKXqjZexgHsY6cBXSQPD3kAn+nXHRgcj3C/wSa+D4w0VLE8zl7P95DByn1d+dZhagD0yzgql8QeXo5oDq55l75K/EBXfmQk/+eKEFYvcDDztT9RU5pO14U16T/hlg8obQh3u87Sx8//Q+tfY8Y0R6uSViDS5D1HxnSnIWEiP0TdyZOsc4lIG0rHHFE658hM2fHg1tZVGwsj+pz5Ap36n02PMTZQc20zfyXeT1GUMcR37orXLK/xoxHkvWP9nb/8AwEvUAejYYzIdm/kC2xSpfWcTGZPCoNl/9Rrfe8Lt2OwxDXIGNYe743k8wzrrQp9DV9lQKWWFz7lzjqQNOIcO3U9h5q/2Uj+PRqMMMPOV1JrPizFjvKdfdBEMGgRz5xIZ25GuQy9pdFV1OR+N57DNFkGqx3kLwLXXeolFAKpnT06dEsu8751ExCRhj05C1Rpi1NipKZx933Qe/bF3iKs7YbVn227PsvpiRM+xNzaw9cc/7tBg3PjxcSxfXkZFRTTpo67D5ayyzv+rr05hw4YKdu6sokO3cRRk1uW+cYeu2SPjiE8dSM+xN3Fow5vW9A7dxnHqqQmULTH28bSfryX/wPfsXHAfAN1GXNVshZ/o+M5Muv47a9gSxJSd3hNuZ++SOq+8mb/aR3RCF5yOKiJiki3PH3dYji0imuj4LvSe+CsrMfrg2X/zyj3VGDZ7JDNu20FZ7nZiO/SkprIAmy2S5B6T6Drkx+Tu/YqD615l2LnPYY+IYeGzfQCISUynqvQwqX1nNykWuek65GIOrHzKEosA+k66u2774zrRZZAh/hVkLiJr41vs+NrIYzL07KdJMnMxdR16GfuW/d0SiVJM7wQwvGJn332QPYv+hNNRSae+p1tVF5tjxm07zBCvunPSfa7k7avL6zP5hkWG7ZPrbO8x5iayt83l4PpXqSo+SJfBhphf/10wIXUwUXGp+ENEdCL9T73f57TOA8/lzPvy0S4nmWtfJm/f1ySkDTVtjmfMxf9hy/xf0Knf6T7fmZSy0W34FQCkj/IOEY5JSmfYOc/Sd/KvKcvbQWrf2djsUaSPug6FInu7ke8qLmUgI370MgfXeefD6Tv5br/EIq9trfdM8rLVZmfw7IcBjJBtH30BZfpRegrSsR16cfYD/pWLt0fGMfzchgm2T7nqU0qPbSY+ZRBKKetdzxYRzaiL3qSq5LDXedAUXYdeQkrv01C2CC9hHozt7zXu5/Qa93MqijJwVBU38PiNjOlgXR8A2llt2h5vrqP1YhEY2zTywjfQzmoS0obRv9NQEjoP5+Dalyk8tJy0gT9i1IWvExGVwIgfvcLW+bdY96ihZz1p5d0bfu5z/PDaBKpKDtF38q8tL1SlFGMve5+Kwn3s+u4Br2iB2A496Tv511QWH7TOy5ON9ldT+STAfWNyeJSjDATByAvkvvm5AixuBSskzR4Zi9MRaCHOfJEPhodRkMStQIsaltdOgO11OWoCH+IVNHHLfR4E1sPIFhHToMx3Y5Qc22KFAyWnT2b0xe8Qk9g9oPaEK30m3kX2tvfZ8fU9TLjma8ll1Aju+5WvJOHF2RvY8c2vAZh+6xavl2qlbKT0Po2j2//H0R0fAVgJpTv2nMrsuzM5uO5Vjmz5L71OMZKt+nrBbaqTGhGVYISkRTb+ct4a7JFxzL7nYMPxETH0mXi7jyWaJjImmdl3H7I8lI4Hg2b+BWdNeZNhRMeT+NSBzLr7IJExRnJo43oL4DU3dCjccgu8+WadsARw003QuzdoDXl58KIR1uGywq09nm1xcXDhhXUCVT3GPngZRxzfsW6PEcZgs8GUs7px+m+nY4uw0y09muzD1SR2HoHTUWnlZrr4tqG4nC4+/eeuBgmjXT26EpXq3eHu2TOKa69NITq64bkfE2PjuutSef/9QgoLwWZPICrKxtlnJzF4cAw9e0axc+dR7JFxdB/5E0qPbSK1z2zs9Tqw0Qld6TL4QvL2f0unfmcydFQvpk6N5xuj2CHxqYNJ6DSELkMuJnfvF3QfcXUzB6Bp+k29l55jb+Lw5nfp2OtUohO6AMY1dcqVn7Bl3k+pKNyHLSLWFIwMz4xuw66wBKPuI6/xu73YDj0bFVbSBpzjJW67vS4Gzvwze5b8xe8OnjsUrro0G3tkHLbI2EbDPgef/hhluTstcSnJI3F3RFQ8E69bwMG1r5hit3duGJs9ksGn/80vmzwxtr/hPkjpfRoFmYuZfutmj2T03sQkdqPv5LvpMfoGygv2WPnp6tc+iuvYv8V2NYWy2ek94TaS0yeRnF7n+WOLiGb0j99q07pjk3s38PQYetaTRMZ2pMeYmyxR1d2n6jr0Eoac+Q+i4jo3WFeg8CUWAZZXqq2NYcT16dR3dl2Otnp45t3zF3/EwsZybtXHZQlGcc3M6T/dPa5lpRRdh1xMl0EXUlORZ92DALoNvZQ9ix+i2ixK4OlFHJNYF2bZb2pdXiOAzgPPIz9zMVDnXerGM2z9ZEQEozDEHmW8pDur/VOe/cFwE3UFXIRx3wicLfCA8AftcjZ+420DEVEJRtWGABK8vEBRAQ9LdAXJVvfXu0CfB+3Jw8jlDFJIWmRcsyKny+WguuRwnVjUYwoTr/3mpBJN4lP6M/C0P7Hz23spOLiEVLPcuuBNnYeRt2B6aP2/rDwkw897yWduh8S0YbiDPTp0n9DA86PXKbdYCShbQ9rA8zi0/jW/vAFCjbuK1vEirmNfTrnyo+PaZnO0NenngEaEHIvu3eH//s/3NKUgLc34qzVu7ybr2aYU3Huv8bcRlM3G+X85k7E7BlOSXUqfMX2ITan7Cj71kgF8+Pw2ImM7EolxvNN7xTDqslEom41O/VJY9f4O9u8ooaJrH0jvTid73X1n4sR4zjuveVGxW7dIfvnLTuzbV01lpWbw4Gji442Pe3FxNmbPTuT770uJS+5NnEcHeeTIWC65JJnFi8tYtKiUxM7DSew8nM6dI7n44mSv+7/7/5jEbgHxjFNKERWX5tN7Ibn7ePpOvodtX95htesOLe/QbSw9x/0ce2S8354sLaVD9/EUH1lDSu8ZnHbb9uYX8EApW6N5ezyJiIpn0vULzGqPDZ/PsUk9LK+TYDPuig+pKc/1y1MpMrajVw4nd96Z1L5nUF16mN6tENCbQymbl1gUTCJjOzL0LO8KfnX3BDvR8V18LBV8rOsgwIJROON+Jw6kYOQLZbN7iUVgCJIz79jN1383xELPD1X2qEQiopPoOuwyn55m7r5nfS+rkx0RjMKQiGi3h1EABaMghU1Z4XNBEGECnWcHDNfIQO5XqOt42QIcKhARlYCjpgytdcA6/sHKYeR2OQ14GKWjJvBVx5QNZYsIfI6woAlGxhfa+qE8nuxb+rAVL95n0t30n/a7k0oscmPEmT/B7u8fZNJ1CwIuNp4IOMx7dcnRDax4czpTblpKWd4Otn99N1HxXRg44w8+E9GCIehkrHqegTMfoufYm33O0xaGnPE4XQZdaH0ZFk5sEhIC4El27rnwxRdG7jLtIrGz6elxxRVNikWepA/tRbqPIncjLx2FssHqefuprnIyfGoXTv3lFKsaWc9Jfeg5qQ8A5eVO5swpJCvLeA4MGRLDGWckNlxpI0RF2Rg61LdQOmNGIomJdr7+uoSqKqMC4JVXdrTmP+20BHr3jmL//mqSkyMYMSLG8mZK6jqWkqMb/LYjUKSYgn2vU37BvmV/97oXDzv76aC2PfayueTs+fy4eNd26ue7HPrxxB4R43dYW326Dr2EgsxFjLzgVa88SScSnuGqoePkex9z51EKtmDUFANn/qVBBIxSitl3H7K8vhrD7T0rGIhgFIZEmBViHDUlzczpP6XHNgOBF4xstgiUPSqgQoHWmtKcrcQk9QjYOt3Yo+KoLj8W0HVaHkYBFmEiopNAu3DWVrQ59tdNsLyhLE+zAItxLmeVXzkOWorhJh9ob6gaULbA54eKMDoFLkdVgwdvReEBlr5S5wo/+cYlHq7mJx/2iBgGnPoA27++m02f3MDYy94LtUlhhctR7XXelxzdwPav7ubQhn8BRjWXpnIFJaYN9xnaFShs9khS+85qfkbhhKCw0Kic1LFjG17MhwyBhQux45FzKynJSKIdADtGXDyKERePanYd8fF2fvazThQVOYiKshEX13RnpKWMHRvH2LG+O15KKfr2jaZv34YC+aTrFgQ8F6I/xHXsy9kPlJG79yuANlf0awnR8Z3pOeam49aev8SlDAy1CQ1I6DSEidd+E2ozgoo7dycBTsnRMkzBqInEyicawQhJayn9pvza5/im3tMdZrL++iFpJzuBfaIJAcEdmx6ozrejppyVb58W0HV6Yo+Mx1kbOA+jjNXPUV2WbVXeCCT2yISA2gqQucYoK6oCnezYOg8Cl8vK/eAMtDeUZWvAPYyqURGB9dgBM5dVwJPK1wbcuwg8wv3q5THK2T3fSywad8XHJ7VY5KbH2J+S2HkkOXvmU1G4P9TmhBW1VUUNxrnFov6n/r5NiaUFoaVkZmaSmZnZ/IxNkZQE118PAwdCYqIhIN18M0T5fy8OiB0myckRAReL2oItIrrJhL3BxmmWFj/ZvT1n3L6TKTcuDrUZJyXJ6ZMA6DbsspDZMGjWn4mK72wl/j6ZsIVQMGoNWhtenP7majpZEA+jMMRwC1VUFvv3JVdrF/kHvielz0yqSrIAo2zpgRVPoOzeVcECnUgb2tb5ri7PISI6CbuZ2HfHN7/m8OZ/B9jCOiKi4lstmjlrKwyxSdmNah1JPdky/xYrBjzQXjsRZi4rR3WpVTq1rQQtNNHtYRRgMc7pqMZuD/yXSbuZiDOQaGdNkAQj976tAFKprSpm6+e3krP7MwCi4tKYddeBgLfbXlFKMeaSd/nhXxNZ+soopv9yqzz4TWqrChud1v/UB46jJYIQQLp1g2v8T6AsHD9S+8wkIW0YA2b8IdSmhJTYIHjMC/6R0GmI39XIgkVqn1nMuvPk+oA1YPqD7F36cIhDAVtO2oBzGHLmP+gx+sZQmxJWtK+jeJJglEkdxNHtH5gJb6uIju9MfsZCSrI3EJcygLQB5+KsKSPvwHcUHlza6Lq0s4boxO44qktx1pRarnaBxOWoJmfP537NW5i1wnBR1pqsTW9RW1kAQFzHAdRU5OKoLg64fZ7Y/cwLVF6wl5jE7v/f3n2Ht1WefRz/Phree2fvHZIQwh4l7L2hUFpKB5SWtnTT9m1LB90buqDs0VKgZe+9VwLZeznL2/G2NZ/3D8mOHS/ZlizF+X2uy5elc47OuS0fyzq37ud+WPXUF/G11lK7461+ZwBzRHmWtPbZV6KZ5Kvb9R4Qg+RWjHoY2YAnJp9MOmJRYRTwRn2mPKBjZp6G8g9Z98K3aahYRlvDTpLSizjsk89HfVaTkSAtdzKzTv4dq5/5Mute+A4LL34w3iF1fGrV31TWsbRvwmjhJY/QVl9Kev70A7LnlYjEljslh6M//368wxCRYTblmO8y5ZjvxjuMATPGwYRFX4x3GAlHCaMENXb+p1n/8vfZ8Er3T2Va60up2fpSt+VF084ivWAGfk8jLXs2g7XMPesfJGeMomLdIyx/9IqoDm9q53Sl0Na4i4/+eylOVxrFM89lx0d3UrP1RbJHHxbqQ5Oah6exjOaa9T3vIymN7OxDKJ5xDmMWXMkLv86JepwQmlo26G9j6X/Ow52Sw8TDr8PTVI63pYrmmo24U3KoLX2Nmm2v9LuvoulnUTDppI6ZhfproDZQ7QmjnoaRQKjXUzDgoXrzczRUrMCdkkP1lpcomXUBSWn5JKUVUrXpWRoqljNuwWeo3PhUR/VWtBMbxpmEMc4YVBi14XBGP2HkdKV2lMpHSzAQmyFpmYVzAFj2v72foM8+9U+MW/j5qB9rJBm74Eo8TeVsCjcE33f61OH2xt8PIuBvjdunjNZalj5wXpdlqVljKJxyclziEREREZHEp4RRgppw2JcxDicte7ZSt+s98icuxp2ai8OVSlruZJpr1pNRMAu/p4GcMYeTnDmqz0+u26cOjEWF0Zwz/87SB86hcsOTAJSt2ftpfv3uvZ8spefPAGDMvE8xftGXcCVn0lD+EUXTzx62ksWSWRewe+X9HQm38rX/7XN7V0ouM0/8FcUzz8PXWoM7Nb9bA+r2hFG0P6FPz58OQMW6/+FrrSU9fzpN1eswwNZ3/0hj5coeH1ez9cVuy6o3P9flfnszumgxxuBKzsbX2vuQl86stQR8zTSULyN33FGEGgJajHFgraWtYQev/202EJveB7HoYRSrIWkp2eOZeMTXKV/7X5zuNI749GtRa4I+0k08/DqqNj/Hxtd+TEbBTIqmnxW3WNqHrsZLQ/kyAr5m0vOn01yzASAmEwuIiIiIyMihhFGCMsbBhEOv7XV94ZRTBrS/3PHHUDj1DKYv/ulQQ+smf+JiZp70G5LSi0jNmUhD2VIaK1fSUL6MuWf+A3dKLsmZo3tMqAx3bxFXUgaLLnuSDa/8EG9zJWl5U3Cn5JA34WM4XCnYoD9cmfMMow+6vEvMw32RnpxeTEr2eHYuu4udy+7qdbuiaWeRO/4Y0nIn0VyzkZSsMfjb6mlr3M2Wt38DwKjZlzBu4efZteI+dq24B29LddTjTc2ZyI6PbmfGib/E4UqhuXYjDWXLWPfidxg15+N4msqo2fYq/j76qPSkfZawaHK4UvF7ojcLIYRmNYxFwsgYw4zFP2PG4p9Ffd8jndOdyqJLH+O1v85i2aNXcOwXlg96+uH9VWvDTja+8iOaazdgjJOFl/yPlU9cRd3Odzo+SBCJh+nTp8c7BCBx4hAREUlEShgdIJyulJj18TDGMOHQL3Xczxm9KCbHiRaH083Mk37V5zZj5n0y4v0devkz1Gx9eahh9WjWyb/no4cv7rg/86Rf4/c2k1U8j6T0YjIKZnbMogXAPrO2TvvYj/B7mzuSXZ7mCnatuIe0nElRjzVr1AIayj/kxd8VdVu3fcnfen1cSuYYvC3VXaqejMPN3DP/TlvDDsYdHP2hV053Km0RNpUH8DRVsPW9P1E84xwczmRSs8fhTsnD11aHMQ6WP3YlNVtfiuv0odIzV3IWc8/8O8v+9wle/9ssTvxmeVxnDRpObY27ef+eE2lr3AXA5KO+TVrORA75+CMRVwOKxEpaWmK8XiZKHCIiIolICSNJSEdftaRjqvZElzf+WPLGHxuTfRdNO53jv7oZb3MVmUVzB7WPzpVRJTPPJ/tLa2NSZTHzxFASbudHd4SOm5JDZtFcsornUzL7YjIKZuFr24M7ORuMIehvwzhcuFNysNbiba7E56nDBv0dfXtiJS13KpUbnqShfDlZJfOB0DC5mq0vkz9pMTbgo3bHWyz772Vd+jKVvn9zn/vNHnNYTOOWwSmecQ4lsy+mfM1DrHj8cyy86D/xDinmvC01fPCvM/E0V3Qsm3TkN4FQpeWBkjSTxFVdHap0LSgoUBwiIiIJSgkjSUgZBTPjHULCSE4vJjm9OGr7i9WQHKc7jTmn3cSc027qdZsuw/o6XbAaY0jOKCY5I3o/Z18mHfkNti/9B0sfvACAoL81oiFqyRmjyB13JMGgn+rNLxD0twKGeefcTnJGCVmjDolx5DJY8865A19LDVUbn6Jm2yvkT1wc75Biatv7N9FSu4lDPxGawbK5dpOSRJJQdu7cCcQ/UZMocYiIiCQiJYxE5ICTlJrHgvPvY9Mbv6Cpeg02GOhYl1WygJTs8eSOPZKs4vkE/B6SUvNwJWd2NCIHCPo9YExM+hZJ9BljWHDBfbz2t9msfvrLHPOFZTic0Z0tMBEE/R5qSl+n9P2/UDLrQvImHAfQ8V1EREREJFJKGInIAalw6mkUTj2t435b4248jWVkj46sSigWs7dJbLmSs5h+/E9Y8+x1rH/5/5h18m/iHVKPfG11bHz1x0w97v9ISisc0GOXPng+taWv40rJYcaJv4hRhCIiIiJyIOh9HnYRkQNISuboiJNFsv8afdDlpOVNY+eyO/E0V8Y7nB7tXvUAOz66jVf+PImAv63b+rpdH1D6wV+x1tLWWMb6V35IW2MZfk8jtaWvA3DUZ98mJXP0cIcuIiIiIiOIKoxEROSA4XSlsPCi//DWbYex+Y2fM/u0P8c7pG7qdr7bcXv3yvsZd/Dnuqx/794TwQaxNsi2927C01TGtnf/SHr+DADmnPE3UrPHD2vMIiIiIjLyqMJIREQOKOn50ymecS47Prqd+rIPh/XY1tp+19eWvsqoOZeSUTCL8nWPdKwL+j2seupLYIMArH/pe3iaykhKLwKguWY9RTPOYez8K2L3A4hEycyZM5k5M/4TXCRKHCIiIolICSMRETngjFt4FQBrnv0qwaA/psfq3FTd9nOspuo1eFuqyZ/4MfImHk/dzvcIBrwAlK15mF0r7gFg6nE/BGDyUd9m8Ve3cPinXmLqcT9i1sm/i9FPIRJdKSkppKSkxDuMhIlDREQkEWlImoiIHHDyxh/D3LNuZdWTV1O26gHGzPtkzI4VDHg63fb2OTtbxbrHwvEdhys5i+1L/k592YekZI1l1VNfAOD4r24hOb2IKUdf3/G4nLGHkzP28Bj9BCLRV1kZ6iFWVFSkOERERBKUEkYiInJAGj3n4+z86HbWPHsd6fnTyRlzWEyO014hBGADXiC9x+0Cvla2vX8zGYWzSc2ZgDMptN229/5M5YYnAJh92k0kp+vCVvZ/u3fvBuKfqEmUOERERBKRhqSJiMgByTiczD//XozDxfv3nULA1xqT4wT9XSuMelO58UkC3kamL/45AElpBRRMPqUjWZScUcK4gz8bkxhFRERERPY1pISRMea3xph1xpgVxphHjDE5ndZ9zxizyRiz3hhzaqflp4WXbTLGfHcoxxcRERmKlMzRjD/kC9ign+WPxqZZdMDXsve2v+eklK91DxtevYH0vGkUTD6xY/nCix9i1JxLAToSSSIiIiIiw2GoFUYvAHOttfOADcD3AIwxs4FLgTnAacDfjDFOY4wT+CtwOjAbuCy8rYiISFxMOvKbAFRtegZPc2XU9x/wd0oY+Zp73GbXyvtoq9/O9BN+jjF7/zUbh5N559zGcV9aw6g5l0Q9NhERERGR3gwpYWStfd5a2z7ly7vA2PDtc4EHrLUea+1WYBNwWPhrk7V2i7XWCzwQ3lZERCQu3CnZHH31UgBevWkyrXWlUd1/0NfWcbunYW/BgI+t7/6J7FGLKJp2Ro/7SM0ejzEmqnGJiIiIiPQlmj2MPgs8E749BtjRad3O8LLelouIiMRNRv4MskoWAvD63+d06Ts0VH1VGFlr+ejhj+NtrmByp1nPREa6OXPmMGfOnHiHkTBxiIiIJKJ+E0bGmBeNMat6+Dq30zb/B/iB+6MVmDHmamPMEmPMkqqqqmjtVkREpEezT/1jx+0lD5xNc82GqOy3c1VRwNs1YbRz2Z1Ub3mecQd/jsKpp0XleCL7A7fbjdvtjncYCROHiIhIIuo3YWStPclaO7eHr8cAjDFXAmcBl1trbfhhu4BxnXYzNryst+U9HfdWa+0ia+2iwsLCAf9gIiIiA5E9+hBO+W4j047/KXU73+P9+0+jsXLVkPcb7NTo+qOHL6Fm26sd98vXPgzA1ON+pCFnckApLy+nvLw83mEkTBwiIiKJyDWUBxtjTgO+A3zMWtvSadXjwL+MMX8ARgPTgPcBA0wzxkwilCi6FPjEUGIQERGJFmMMk4/8BoVTTuGDf53Je/eezJzT/kzJ7IsHndDZt2/Rkn+fRWrOZNoad2IDXjIK55CUlh+N8EX2G+1JmpKSEsUhIiKSoIaUMAL+AiQDL4TfSL9rrb3GWrvaGPMgsIbQULVrrbUBAGPMl4HnACdwh7V29RBjEBERiarMorkc/qkXef++U1jx+GdZ8fhnO9bNPetWRs+9tMtsZn0J+Fq6LWut29JxO6Ng1tADFhERERGJsiEljKy1U/tY93Pg5z0sfxp4eijHFRERibX0/GkcfPFDvHf38V2Wr3ryalpqNzDh0GtJSus6ZDoY9LPt3T9ircXhTKJk1gWUrX4ApzudCYd+kdFzP4HTnc6btx7MuIVXMfqgT5CaNX74figRERERkQiZvW2HEteiRYvskiVL4h2GiIgcoFrqtuFrqcE4k1j6n/PwNlcAcNTn3yOzMDTDUlvDLlY9dQ01217p9vgJh32FmSf+clhjFklky5YtA2DBggWKQ0REJI6MMUuttYt6WjfUIWkiIiIjXlrORMiZCMCRV77Ohw9fQmPFct6+7XAO/USoaHb5Y1fiba7s8riUzDEcdM7t5I0/ZpgjFhEREREZGlUYiYiIDMJzv8zotqxk1oVM+9gNpOVOBsBaq9nPRHoQCAQAcDqdikNERCSO+qowiqxjp4iIiHRx1OfeJTmjBIczGac7jYWXPML88+7uSBYBShaJ9MLpdCZEkiZR4hAREUlEGpImIiIyCJlFczn+K5viHYbIfmnXrl0AjBkzRnGIiIgkKFUYiYiIiMiwqqqqoqqqKt5hJEwcIiIiiUgJIxERERERERER6UIJIxERERERERER6UIJIxERERERERER6UIJIxERERERERER6cJYa+MdQ7+MMVVAabzjiJICoDreQYj0QeeoJDqdo5LodI7K/kDnqSQ6naOS6EbKOTrBWlvY04r9ImE0khhjllhrF8U7DpHe6ByVRKdzVBKdzlHZH+g8lUSnc1QS3YFwjmpImoiIiIiIiIiIdKGEkYiIiIiIiIiIdKGE0fC7Nd4BiPRD56gkOp2jkuh0jsr+QOepJDqdo5LoRvw5qh5GIiIiIiIiIiLShSqMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERERERESkCyWMRERERHpgjPmxMea+eMcBYIx5xhjz6TjHYIwxdxpj9hhj3jfGHGuMWd9p/TZjzEnxjFFERESiRwkjERERGRJjzCeMMUuMMU3GmLJwcuOYBIgrZgkMY8zxxhhrjHlkn+Xzw8tfjXA/ESWlrLWnW2vvHkScVxpjAuHfTYMxZpkx5qyB7ifsGOBkYKy19jBr7RvW2hmD3JeIiIgkOCWMREREZNCMMd8A/gT8AigGxgN/A84dxL5ckSxLIFXAkcaY/E7LPg1siNYBwlU9Q32/9o61NgPIAW4HHjTG5PZwrP6e6wnANmtt8xDjERERkf2AEkYiIiIyKMaYbOCnwLXW2v9Za5uttT5r7RPW2m+Ht0k2xvzJGLM7/PUnY0xyeN3xxpidxpjrjTHlwJ3hipuHjTH3GWMagCuNMdnGmNvD1Uu7jDE3GmOcneK4yhiz1hjTaIxZY4xZaIy5l1Dy6olwdc13wtseYYx52xhTZ4xZbow5vtN+JhljXgvv5wWgoJ+nwAs8ClwafrwT+Dhw/z7P05+NMTvCFT5LjTHHhpefBnwf+Hg4xuXh5a8aY35ujHkLaAEmh5d9Prz+78aY/3ba/6+NMS8ZY0xfwVprg8AdQCowpZfnerQx5nFjTK0xZpMx5qrwMT4H3EYoQdZkjPlJ+++vp2MZYxzGmO8aYzYbY2qMMQ8aY/L6eT5FREQkgShhJCIiIoN1JJACPNLHNv8HHAEsAOYDhwE/6LS+BMgjVL1ydXjZucDDhCpi7gfuAvzAVOBg4BSgPXlyMfBj4AogCzgHqLHWfgrYDpxtrc2w1v7GGDMGeAq4MXzMbwH/NcYUho/7L2ApoUTRzwhVC/XnnvCxAU4FVgG799nmg/DPnxc+xkPGmBRr7bOEKrP+E45xfqfHfCr8fGQCpfvs75vAQeHhZscCnwM+ba21fQUariD6PNAEbAwv3ve5fgDYCYwGLgJ+YYw5wVp7O3AN4Wola+0NfT4r8BXgPOBj4X3tAf7az2NEREQkgShhJCIiIoOVD1Rba/19bHM58FNrbaW1tgr4CaFkSLsgcIO11mOtbQ0ve8da+2i4IiYLOAP4WriCqRL4I+GqHkIJkN9Yaz+wIZustfsmWNp9EnjaWvu0tTZorX0BWAKcYYwZDxwK/DAcy+vAE/09Adbat4E8Y8wMQomje3rY5j5rbY211m+t/T2QDPTX++cua+3q8GN8++yvhdBz+AfgPuAr1toeK33CjjDG1AHlwGXA+dba+vC6zs91AXA0cL21ts1au4xQVdEVPeyzP9cA/2et3Wmt9RBK6l2U4EMMRUREpBP90xYREZHBqgEKjDGuPpJGo+laIVMaXtauylrbts9jdnS6PQFwA2WdRlw5Om0zDtgcYbwTgIuNMWd3WuYGXgnHtGef/jyl4f33517gy8Bi4LPAJzqvNMZ8i1AV0GjAEkqC9TfcbUdfK6217xljtgBFwIP97Otda21vTcg7H2c0UGutbey0rBRY1M/+ezIBeMQYE+y0LECoz9WuQexPREREhpkqjERERGSw3gE8hIYe9WY3oeRBu/F0HbLV0zCqzst2hI9RYK3NCX9lWWvndFo/pZdj77vvHcC9nfaTY61Nt9b+CigDco0x6fvEGol7gS8Rql5q6bwiPGTsO8AlQK61NgeoB9qzX70NI+tveNm1hCqVdof3P1idj7ObULVUZqdl4xlcgmcHcPo+z3WKtVbJIhERkf1ExAkjY8wxxpjPhG8XGmMmxS4sERERSXThYU0/Av5qjDnPGJNmjHEbY043xvwmvNm/gR+E3zsUhLfvdxr5TscoA54Hfm+MyQo3U55ijPlYeJPbgG8ZYw4JTShmphpj2hNUFcDkTru7DzjbGHOqMcZpjEkJN24eGx7GtgT4iTEmyRhzDNC5EqmvGLcS6tXzfz2sziTUf6kKcBljfkSowqhdBTDRDGAmNGPMdEJ9mD5JaGjad4wxCyJ9fG+stTuAt4Ffhp+beYQqoyL+fXXyD+Dn7b+L8O9/wDPniYiISPxE9ObEGHMDcD3wvfAiN4N78yAiIiIjSLgnzzcINbKuIlRZ8mVCs4dBKLGxBFgBrAQ+DC8biCuAJGANoebJDwOjwsd/CPg5oWbSjeHjts/G9UtCyao6Y8y3wgmRcwnNTNYe67fZ+37oE8DhQC1wAz30I+qNtfZNa+2+za4BngOeBTYQGt7VRtdhYA+Fv9cYYz7s7zjhHkD3Ab+21i631m4M/zz3mvDsc0N0GTCRULXRI4T6S704iP38GXgceN4Y0wi8S+i5FRERkf2E6WdCjdBGxiwjNCvJh9bag8PLVlhr58U2PBERERERERERGW6Rlj97w1O1WoB9xveLiIiIiIiIiMgIEmnC6EFjzC1AjjHmKuBF4J+xC0tEREREREREROIloiFpAMaYk4FTCM3q8Zy19oVYBiYiIiIiIiIiIvERaQ+jSUCZtbYtfD8VKLbWbotteCIiIiIiIiIiMtwiHZL2EBDsdD/A3lk9RERERERERERkBHFFup211tt+x1rrNcYkxSimbgoKCuzEiROH63AiIiIiEkMtLS0ApKWlKQ4REZE4Wrp0abW1trCndZEmjKqMMedYax8HMMacC1RHK8D+TJw4kSVLlgzX4UREREQkhpYtWwbAggULFIeIiEgcGWNKe1sXacLoGuB+Y8xfCDW93gFcEYXYREREREREREQkwUSUMLLWbgaOMMZkhO83xTQqERERERERERGJm4gSRsaYZOBCYCLgMsYAYK39acwiExEREZERyeWKtMg9thIlDhERkUQU6X/Jx4B6YCngiV04IiISK00f7ca4nKQfVBzvUETkADd37tx4hwAkThwiIiKJKNKE0Vhr7WkxjURERGIm6Auw6tS7ADii8vvxDUZERERERBKeI8Lt3jbGHBTTSEREJGbaNtd23A76AnGMREQEtmzZwpYtW+IdRsLEISIikogirTA6BrjSGLOV0JA0A1hr7byYRSYiIlHj2V7Xcbt1fTXpczUsTUTip6GhId4hAIkTh4iISCKKNGF0ekyjEBGRmOqcMGpeWa6EkYiIiIiI9CmiIWnW2lJrbSnQCthOXyIish9oK63HpLhwpCfRvKI83uGIiIiIiEiCi6jCyBhzDvB7YDRQCUwA1gJzYheaiIhEi2d7HSkTcnDlpdK8XAkjERERERHpW6RNr38GHAFssNZOAk4E3o1ZVCIiElWe7XUkj88hfV4JLasrsIFgvEMSkQNYcnIyycnJ8Q4jYeIQERFJRJH2MPJZa2uMMQ5jjMNa+4ox5k+xDExERKLDWotnez2ZR4wj/aASgq1+WjfVkDajMN6hicgBatasWfEOAUicOERERBJRpAmjOmNMBvA6cL8xphJojl1YIiISLYG6NgKNHlLG55A+vwSA5uXlShiJiIiIiEivIh2Sdi7QAnwdeBbYDJwVq6BERCR62sIzpCWPzyF1aj6OVBfNK9XHSETiZ9OmTWzatCneYSRMHCIiIoko0oTRj6y1QWut31p7t7X2JuD6WAYmIiLR4emUMDJOB2lzitX4WkTiqqmpiaampniHkTBxiIiIJKJIE0Yn97Ds9GgGIiIiseEprQcgeUI2AOnzS2heWYEN2niGJSIiIiIiCazPhJEx5ovGmJXATGPMik5fW4EVwxOiiIgMhWd7Hc6cFFxZKQBkHDyaYLOXupc2Y62SRiIiIiIi0l1/Ta//BTwD/BL4bqfljdba2phFJSIiUdNWWkfK+JyO+7knT8WVl8r6yx8keXw2uafPIO/M6WQeOhbjjLTwVERERERERrI+E0bW2nqg3hjzA6DcWusxxhwPzDPG3GOtrYt9iCIiMhSe0jrS5hR13HflpjL/zavZ89xGap/eQMWdSym/5X3cRemM+tIRlHz2EBwpkU6iKSIycKmpqfEOAUicOERERBKRiWQ4gjFmGbAImAg8DTwGzLHWnhHL4NotWrTILlmyZDgOJSIyogR9Ad4f/xtGf+VIxn//+B63CTR5qHtpM5X3Laf+ta0kj89myk1nkXXUhIiO4a9vwzgNzozkKEYuIiIiIiKxZoxZaq1d1NO6SMceBK21fuAC4GZr7beBUdEKUEREYsOzvQ4CltTJeb1u48xIJv/c2cx66DJmPXwZxulgzfn3s/O3b/Tb4yjQ5GXFCbez9uJ/qx+SiIiIiMgIEmnCyGeMuQy4AngyvMwdm5BERCRa2jaH2s2lTOk9YdRZ9nGTOOilz1Fw0Vx2/vYNtlz3FNYf7HX7Hb9+He+OepqW7qbhjW3RCFlEDgDr169n/fr18Q4jYeIQERFJRJEmjD4DHAn83Fq71RgzCbg3dmGJiEg0DDRhBODMSGLKX85mzLeOoeqBFWz7v+d7rB5qWl5G+T8/oPDSebiL0tl987tRi1tERrbW1lZaW1vjHUbCxCEiIpKIIupqaq1dA3y10/2twK9jFZSIiERH6+ZaXLmpuPPSBvQ4YwzjvnMcwRYfZX97j5TJeYz6wmEd660/yNZvPoO7II0JPzuJlKn57LjxFRqX7CJz0Zho/xgiIiIiIjLM+qwwMsY8GP6+0hizYt+v4QlRREQGq21LLSl99C/qz/gfnUDemTMo/dGL1D6zoWN5+e1LaF5RzsSfn4wrO4WSzx6CuyCN0h+9iA2ql5GIiIiIyP6uvyFp14W/nwWc3cNXn4wx44wxrxhj1hhjVhtjrgsvzzPGvGCM2Rj+njuEn0FERHrRtrl2QMPR9mUchil/PYf0BaPY9MXHaNtSS1tpHTt++Ro5J04h75xZQGgY27j/O56mJbuof21rtMIXEREREZE46TNhZK0tC9+sB4rCX3XW2lJrbWkE+/cD37TWzgaOAK41xswGvgu8ZK2dBrwUvi8iIlEUaPLiLWskdQgJIwBnmpvpd1yIcTvZ8PlH2HjVIxing0m/OQ1jTMd2BRfNxZmZTO0T64YauoiMcBkZGWRkZMQ7jISJQ0REJBH12cPIGJMM3AKcB2wFDDDBGPMIcI211tvX48MJp7Lw7UZjzFpgDHAucHx4s7uBV4HrB/tDiIhId21b9wADa3jdm+QxWUz+/els/PwjAEy99TySx2V32caR7CJ78ST2PL8RG7QYh+lpVyIiTJ06Nd4hAIkTh4iISCLqb0jaDwA3MM5ae7C1dgEwnlCi6YcDOZAxZiJwMPAeUNypeqkcKB7IvkREpH9tW2oAhtTDqLP8c2Yx4acnMfXW8yg4b3aP2+SeOh1fZTPNy8p6XC8iIiIiIvuH/hJG5wNXWWsb2xeEb38pvC4ixpgM4L/A16y1DZ3X2dBczd06pBpjrjbGLDHGLKmqqor0UCIiEta6uRaAlEnRaxM36prDek0WAeScOBkchj3Pb4zaMUVk5Fm7di1r166NdxgJE4eIiEgi6i9hFLTWtuy70FrbRA9Jnp4YY9yEkkX3W2v/F15cYYwZFV4/Cqjs4Ri3WmsXWWsXFRYWRnIoEZGE0Lqxmsr7l1F++xJqn9mAt6IpLnG0ba4laXQmzvSkYTumOy+NzMPHsuc5JYxEpHcejwePxxPvMBImDhERkUTUZw8jwIZnMOupEUWwv52bUDfU24G11to/dFr1OPBp4Ffh749FFq6ISOJqWlZG6Q9eoPH9nd3WFX/2ECb96tRhjadtS23UhqMNRO4p09j+k5fx7Kjv1udIRERERET2D/0ljLKBpfScMIqkwuho4FPASmPMsvCy7xNKFD1ojPkcUApcElG0IiIJquLej9j6zWdwF6Yz4ScnknvqNBwZSXi211P29/eouHMpY752FEklmcMWk7e8iaxjJgzb8drlnhpKGO15bgMlnz902I8vIiIiIiJD12fCyFo7cSg7t9a+Sc/JJoATh7JvEZFE0bqxmtIfvEDmEeOYcc9FuHJSO9YlFWXg/M6x1D6xjton1w1bAsVai6+6GXdh+rAcr7PUqfmkzSqk+pG1ShiJiIiIiOyn+uthJCIifQg0e9l41aM4Ut1M++f5XZJF7dJmFJI6s4Cax9cNX1xNXqwngLtg+BNGAPkXzqHpg520ldbF5fgiktiysrLIysqKdxgJE4eIiEgiUsJIRGSQbNCy+bonaVlXxdS/nUtScUav2xZcMIfGd3fQuqlmWGLzVTUD4M5PG5bj7avg/DkA1Dy6Ji7HF5HENnnyZCZPnhzvMBImDhERkUSkhJGIyCBYa9n+45eofXwd43+wmJwT+r7gKLp8ASbJSfntS2IST+uWWpYfdyvbfvACgSYv3p31ACSNjc8n58njssk8fCxVD67E2ogm1RQRERERkQQSccLIGOM0xow2xoxv/4plYCIiiWz3ze9S9o/3Kfn8IkZde3i/27sL08k/dxZVD6zE3xj9KZy3/+RlWtdVU37rByw74u9svCY0+WTK+JyoHytShZcvoG1jDY3v7ohbDCKSmFatWsWqVaviHUbCxCEiIpKIIkoYGWO+AlQALwBPhb+ejGFcIiIJq/L+Zey48RXyL5jNhBtPxpjeevt3VXLVoQSbvVTcsTSq8TS8u509z2xg3Pc/xpwnryDj4NH4q1twZqeQNGr4ZmXbV/45s3Bmp1Bx94dxi0FEEpPf78fv98c7jISJQ0REJBH1OUtaJ9cBM6y1w9N8Q0QkQTV9uJst33qG7OMnMeWmszGOyJJFABkLRpFz0hR2//Vdij+zEFdWypDjCXoDbLv+OZJGZ1Jy9WE409zMuPdifDUtABhX/EYeO9PcFF4yl4q7PsT3s/jM2CYiIiIiIoMT6ZXEDqA+loGIiCS6YJufzdc9SVJxBtNuOx9HknPA+xh7/XEE6toov+WDfrftr/ePtZYdP3+VlrVVTPzVqTjT3B3r3PlpcWt43VnxZw7B+oMx690kIiIiIiKxEWnCaAvwqjHme8aYb7R/xTIwEZFEU3HPh7Sur2byH84YdHVQxvxR5J4xnbJ/vI+vtqXX7RreLuXDuTdR/d/VPa737G5g81efpOzv71F85ULyTps+qHhiLXVqPrmnT6f89qUEmqLfu0lERERERGIj0oTRdkL9i5KAzE5fIiIHBGst1f9dTdqsQnJOmDKkfY37znEEmjzsvumdbuuC3gA7//Amay95AF9VM7v/8k6XSqNgq4/SG17io4P/QvXDqxjz9aOY+KtThxRPrI3+ypEE6tuouOujeIciIgkiJyeHnJyceIeRMHGIiIgkooh6GFlrfxLrQEREElndi5tp/qiMSb8/fcj7SptdROFl8ym75X3yz59NxvxRADSvLGfzV56kZU0leefOIn12ETt++RrNy8rIOHg0da9sYet3nsVTWkfRpxYw6tojSJ2cN+R4Yi3zkDFkL57Mrj+/TdHl83HlpsY7JBGJs4kTJ8Y7BCBx4hAREUlEpr8eGQDGmELgO8AcoGMchrX2hNiFtteiRYvskiXqfyEi8WGtZfWZ9+Atb2TBe1/E4R5476J9+etaWX7cP3GmJTH3uSupe3Ezm7/yBK68VCb99nTyTp+Ov6GNpXP+TN7p0zEuJ9UPryJlSh6Tfn0q2cdNisJPNnxa1lSy4oTbKbxsHlP+eGa8wxEREREREcAYs9Rau6indZHOknY/8B/gLOAa4NNAVXTCExFJbHXPb6JpyS4m/fa0qCSLAFw5qUy79TzWXvAvlh97K/6aFjIOHcOMuy7qqMBxZaWQc/xkah5di3E5GPONoxnztaNxpET60p040mYXMfrLR7D7pnfIPHwcRZfOi3dIIhJHK1asAGDevPi+FiRKHCIiIoko0quOfGvt7caY66y1rwGvGWP6n+JHRGQ/ZwNBtv/iVVIm51H4iflR3XfWEeOZ8POT2Xb9cySNzWL6HRd2G641+Q9nUPvMBrKOHk/qlPyoHn+4jb3+OJo+3M2Wrz5JxR1LyTlhMuO++7F4hyUicRAMBuMdApA4cYiIiCSiSBNGvvD3MmPMmcBuIPEbZ4iIDFHVQ6toXVvFtH+eF7Xqos5KPnMI6QeVkDIxB3d+Wrf17sJ0iq84OOrHjQeH28mM+y5h983vsOv3b+LZUaeEkYiIiIhIgoo0YXSjMSYb+CZwM5AFfD1mUYmIJAB/XSvbf/oyGYeMIe/sWTE7TuaiMTHbd6JxprkZd/1x+KqbqX1qfbzDERERERGRXkQ6S9qT4Zv1wOLYhSMikji23/gq/j2tTHrwMozDxDucEcUYAxFMuiAiIiIiIvHhiGQjY8x0Y8xLxphV4fvzjDE/iG1oIiLx0/jBTirv+YhRVx1K+tzieIcz8hhA+SKRA1Z+fj75+fHvy5YocYiIiCSiiBJGwD+B7xHuZWStXQFcGqugRETiKegLsPXbz5I0OpOx3zk23uGMTMYoYSRyABs3bhzjxo2LdxgJE4eIiEgiirSHUZq19n1jugzJ8McgHhGRuNv52zdoWVPJ9LsuxJmRHO9wRiYDVkPSREREREQSVqQVRtXGmCmEPw82xlwElMUsKhGROKl7dSu7//w2RZ9cQN4ZM+IdzohlHKowEjmQLVu2jGXLlsU7jISJQ0REJBFFWmF0LXArMNMYswvYCnwyZlGJiMSBt6KJzV96jNQZBUy48eR4hzOyGQNBZYxERERERBJVpLOkbQFOMsakAw5rbWNswxIRGV42EGTTlx4n0Oxl1iOX40xzxzukkc2gWdJERERERBJYnwkjY8w3elkOgLX2DzGISURk2O2+6R0a3tjG5D+eQdqMwniHcwAwyheJiIiIiCSw/noYZYa/FgFfBMaEv64BFva3c2PMHcaYSmPMqk7LfmyM2WWMWRb+OmPw4YuIDF39m9vY8evXyb9gDoWfmB/vcA4IRhVGIiIiIiIJrc8KI2vtTwCMMa8DC9uHohljfgw8FcH+7wL+Atyzz/I/Wmt/N9BgRUSirW17HRs//wipU/OY/LvT2Gc2SIkVPc8iB7TCwsSo5EyUOERERBJRpE2viwFvp/ve8LI+WWtfN8ZMHERcIiIxF2jysuHTD2MDlun3XIwzIzneIR04VGEkckAbM2ZMvEMAEicOERGRRBRpwuge4H1jzCPh++cRqh4arC8bY64AlgDftNbu2XcDY8zVwNUA48ePH8KhRES6s0HL5q88QcvaKmb+6xJSJ+fFO6QDi0M9jEQOZIFAAACn06k4REREElR/PYwAsNb+HPgMsCf89Rlr7S8Hecy/A1OABUAZ8PtejnmrtXaRtXaRyoVFJNp2/PxVap9az4QbTiDnhCnxDueAY4yBoDJGIgeqlStXsnLlyniHkTBxiIiIJKL+ZknLstY2GGPygG3hr/Z1edba2oEe0Fpb0Wkf/wSeHOg+RESGouyW99l98zsUX7mQkmsOi3c4ByYNSRMRERERSWj9DUn7F3AWsBTo/M7ehO9PHugBjTGjrLVl4bvnA6v62l5EJJrKbnmf0h++SN7ZM5n4i1PU5DpejOn6X0VERERERBJKf7OknRX+PmkwOzfG/Bs4HigwxuwEbgCON8YsIHSpsA34wmD2LSIyUGW3hpNFZ81g6j/OxbgiGpUrsWDAqsJIRERERCRh9TckbWFf6621H/az/rIeFt8eQVwiIlFVcdeHlP4gnCy65TwcbjU4jSfTXqcqIiIiIiIJqb8haT02pA6zwAlRjEVEJCZqHlvD1uufJeeUqUoWJQpj1MNI5ABWUlIS7xCAxIlDREQkEfU3JG3xcAUiIhILda9uZdOXHifzsLFM/+f5ShYlCvUwEjmgJUqiJlHiEBERSUQRNfAwxlxrjMnpdD/XGPOlmEUlIhIFjUt3seHKh0mdVsCM+y7BkeqOd0jSLtxrXH2MRA5MPp8Pn88X7zASJg4REZFEFGnH16ustXXtd6y1e4CrYhKRiEgUtG6oZv0nHsRdmM7M/1yKKzsl3iFJJx2z0ylfJHJAWr16NatXr453GAkTh4iISCKKNGHkNJ3mnjbGOIGk2IQkIjJ41lpat9Sy7vIHMS4Hsx68jKTijHiHJftq/4+iCiMRERERkYTUX9Prds8C/zHG3BK+/4XwMhGRuAr6AjQt3UXj+7tofH8HLWur8O6oB4dh9qOXkzIpN94hSk9UYSQiIiIiktAiTRhdTyhJ9MXw/ReA22ISkURd0OPHv6eVQIuPpKIMMGD9QZxZyXQqHEtI1lq8OxtoWlZG+kHFpExMnIt/ay3WFyTY6iPY6sMGLI5UF87M5P2isbL1B2lcsjOUYNndiLe8EV95E/49rdhg+CreQPLoLFz5aRiHwd/oIakonaTRWThSXLjyUnHnpZE2uwhXQVrUzidvZRON74WSP/nnzCJlQg6BJi+BFh/+ulZa11VT/8Y2Gt/djmd7fcfjUibnkTGvhKwvHU7WkeNJm10UlXgkBjr1MErsVyERERERkQNTRAkja20Q+Hv4S/YDDW+XUn77UlpWVdBWWgfB7h/jO9LcJI3KJGl0Js70ZEySA1d2CskTckmZkE36/FHDkqDxN7RR9e8VBBo9WH8Q6w/iq2ymbdse2jbV4KtuAcCkuJhwwwkUf+YQjKP3S0x/fRu+mhaMy4EjxYUzPQlHmntIyQx/fRtlf38vdLuujdaN1TQvLyfQ4Om2rXE7SJtbTPaxExl93VG4MpMHfdzBCnoDtG2qoWV9Fd5djQSavVhvgKDHj6+6GV9FE00flRFsCTX6NC4H7pIMkoozcRdnhJ7fcGLRs72OpuVlBJt9uHJTqatpIdjs7XbMjEPGMP5HizEuB8bpAKfBOBwYp8EkO3GmhX4PjhTX3m0IJQw8W/fQsraKxg92sueFTbRtrOnY767fvdnjz+jKSyXrqPHknTOLjINHJ1xCUfqmHkYiIiIiIoktooSRMWYrPbytt9ZOjnpEI9iOX79OzaNrQjM1BS02GEqOYAyurBRcOSm4C9NxF6aTf94s0g8a+FSv1h9k5+/eYNcf38JdkE7mYWPJv2AOScUZmCQn3l0NOFJc4HTgK2/EU9aId3cj/to6rC+Ar6YFf01rx/5MkhNHmhtnqjt0sZ/mxpnmxpHqxpWbirsoncxFY8g/d/agnpP617ey+bqn8O5q2HtMlwNXfhopk3LJOWUaaXOKSJ9TxO6b32Xb955n1x/fIm1uMc5UNzYQxAZs6HkMBAk0+2j6aHf3BJnD4MxMxpmVjCsjKVQF1HnGrHAflfZ2Ksbl6Pg5AVrWVtKyuhIAZ3YKKZNyyT9/NsljsnCkhpMgTgeBVh/e3Y00fbSb3X95l/LblpA+rwR3flooVl8Q6wvsvd3+3R/E+gNdljlSXIy9/jgKLpgzoOe0ZX0Vay/8F77K5i7LjduBSXLhzEwiqSSTosvnk3nEeDIXjcFdlN6RwOmPtZZAo4dgmx9/TQu+6hZqn1pPxR1LWXPufZEHakLnl3E6OhJXGMg+bhJFl84j86jxJI3KpPrBlaHfX3oSjvQkXJnJpEzOJXVGYZ+JQ0lwjo4So/jGISJxMXr06HiHACROHCIiIonIRDKlsTEmv9PdFOBiIM9a+6NYBdbZokWL7JIlS4bjUDFV9dAq9jy3AesNAAbjMhiXAxu0BOo9+Pe04qtqxlvWCEDm4WNxJLtCF1bGgLUYZ6hqxiQ5MW4nxuUIDe2wQNDSsraS5uXlFF42j4k/PwVnxsB7kweaPLRt2UPdq1sJ1LcRaPESbPERaPERbAkNvwq0+PDXtuLZtgeApDFZuHJSMMkuHOHEhKM9xmQnDrcTk+TcG6u1+Ova2PPMBlKm5jHl5rPJOHh0nwkAay21j6+l9pmNtG6sxvqDGEfoOcQZqlgxTkPqtHwyDx+H9YeGiwWafQSbPQQavfgbPAQaPQSaPOEkhdnbfDdc8WAMBP1Bgi1egi3+0DK3g8KPH8To646KuFKpaXkZVf9eQcuqCvyNnlB8bsfe7y4HxuXseZnLQc0jqzFJLtJmFWLcTgi2J5ZsKKnkDxL0+Ak2e7EBizMzCX9tK/49rbgL0hn3w8VkzCsheXw2jvSkmA8/bN1YjWdXYyjOoIWA3ZvQ8/j3nj9tvo5KsqA3gG3zkzqzkPS5xaROLxjUOSv7n103vc2OG1/lsNJvd03eioiIiIjIsDHGLLXWLupxXSQJoz52esiQIovQSEkYRaplfRU7fvkagYZQFQc2lCwBIGgJevxYT4CgLwD+4N4HOg2OVDdjv3nMgKtSBivY5mfHr17Ds6Me6wuEEgDhr/bbQV8A6wlgfYG9D3QYcBjyzpjOuO8djzNNF4z7qn99K2X/eD/UI8kb7EgwGqdj7/fwUC9rLcEmL678NFzZKRRdcTApE3Li/SOI9GrXTe+w48ZXOHTbt/X3L3IAamtrAyAlJUVxiIiIxFFfCaNIh6Qt7HTXASyK9LEycGkzCplx10XxDiMijhQXE358YrzDGJGyj5tE9nGT4h2GSEx0FLxpSJrIAWndunUALFiwQHGIiIgkqEiTPr/vdNsPbAUuiX44IiJyQFDTaxERERGRhBbpLGmLYx2IiIgcQDpaailjJCIiIiKSiPqcFskY86dOt6/bZ91dsQlJRERGvHCFkUakiYiIiIgkpv7m0T6u0+1P77NuXpRjERGRA0THjIjKGImIyAjUuqmGD+ffTNmt78c7FBGRQesvYWR6uS0iIjJ47f9RgkoYxZoNBLEJ/jx7K5rY8avXEj5OiZ6xY8cyduzYeIeRMHHIyLPzt2/gLWuk7uUt8Q5FZNhYf5Ddf30XX21LvEORKOmvh5HDGJNLKLHUfrv9bb4zppGJiMjI1TFLWlyjGPEal+xi/aceJNjqZ/wPF1PyuR5nTI2LoDdA04e7aHxnBzt++RoAeWfPIn1OUZwjk+FQUFAQ7xCAxIlDRpY9L2yi5tE1AHh3NcQ5GpHh0/Thbrb/5GUq71vGgneuwVoLtlNluex3+ksYZQNL2fvW/sNO6/Q2X0REBqejh5H+lcSKf08rG654CGd6Emmzi9n2vedJm1VI1lET4h0a9W9uY/2nHibY7O2y3PoDcYpIhltLS+jT57S0NMUhI0ZbaR27/vQWVfcvJ21WIamzCql7SRVGcuDwVTYB0La5ljUX3E/Th7tx5aRw8NJrMc7+BjdJIurzt2atnWitnWytndTD1+ThClJEREYWowqjmNv5hzfx7Wll+l0XMeOei0iekMPW7zxL0Bv/pEzD29sJtniZfueFLNr4DabfeSEAgSZvP4+UkWLDhg1s2LAh3mEkTBwyMuz83RtU3b+ckqsWMfe5z5A0Kgvr9cc7LJFh461qBiDnxCkEW30EW3x4dzcSaPTEOTIZLKX5RERk+Bk1vY6lYKuPqn+vIP/c2aTPLcaZnsTEX55C64Yadt/0drzDw1vWiLsog7wzZ+DKTiFpTBZAt4ojEZH9SaDeQ9qsQib+/BQcKS4cyU6CbX5V08qIZ62l/s1tVD+4CoAZ917M3GeuZPKfzwQg0Kj/7/ur/oakiYiIxI7eQ8dEzRPrCDR4KPrk/I5luSdNJWVSLi1rq+IYWYh3VwNJozM77jvT3QAElDASkf1YoNmLIyO5474jxQUWrDeASdZll4xcu29+lx03vgJA4eXzMa5QXYoz/PegCqP9V0xfuYwxdwBnAZXW2rnhZXnAf4CJwDbgEmvtnljGISIiCSbc/FCzYkWftZaKO5eSMjWPrKO79itKGpOFt7wpTpHt5S1rJHVqfsd9R3oSoCFpIrJ/C7b4cGYmddx3pISS4UGPH4cSRjJCtaytZMcvXiXv3FlM+fNZONPcHeucmUoY7e/6HJJmjMnr6yuC/d8FnLbPsu8CL1lrpwEvhe+LiMgBxBjNlhErNf9dTdPS3Yy6+rBuz7O7KANvWfxn7PHubuxaYZQRusAKNvviFZKIyJAFWrw4Ol0sm+TQpNLBNvUxkpFrz7MbIWiZ9ItTuiSLgI4Eql8fCO23+kt1LyU0YMAA44E94ds5wHZgUl8Ptta+boyZuM/ic4Hjw7fvBl4Fro88ZBER2e91NL1WhVE0Na8sZ+t3nyNj0RiKPrWg2/qMg0dR87/VNK+uHPbp67f98EVqHltD+pxiAo0ekkZldaxzpoUrjDQk7YAxYUL8Z+uDxIlDRoZgs7fj9QzCQ9IA64n/ZAMisdK0rIyUafm4C9O7rXOpwmi/198sae2zob0InG2tLbDW5hMaZvb8II9ZbK0tC98uB4oHuR8REdlfdTS9jm8YI4m1ls3XPYUzI4lpt5zX4/S1GYvGAAx7lZG3oonyW9/HkeyidWMNabMKyTtrRsd643JgUlwaknYAyc3NJTc3N6JtKx9Ywc7fvkHL+uj33xpIHCL9CbT4cKTvrbBoH4YW9Oy/FUaBJg+BFlV/Ss+8ZY3seWYDqVPye1yvIWn7v0gH0x5hrb2q/Y619hljzG+GenBrrTXG9Hi5YIy5GrgaYPz48UM9lIiIJJKOSdKUMYqWpvd30rKqgkm/O53kcdk9btNeKh4c5jf/vuoWsDD+R4vJP3tWj9s4M5I0S9oBpKkp1EsrIyOjz+3aSuvY8tUnAdj157eZctNZ5J8zC5yG1vXVNLyzncxDx5I+d3CfP0Yah0gkulUYtSeM9uMhaavOvAdPaR0LV3wFV1ZKvMORBNO8shyAjENG97jeER5yrlnS9l+RJox2G2N+ANwXvn85sHuQx6wwxoyy1pYZY0YBlT1tZK29FbgVYNGiRbqiEBEZQYwqjKKu/I6lOLOSKbhwTq/bOFLDs5ENc8Io2BY6XnsD2J4405I0JO0AsmnTJgAWLFjQ53Ztm2sAmH7HBez+63tsuuYxtn77WRzJzlAiEnDmpHDw0ms7hj7EIg6R/gRbfQRb/bhy9iZVTMr+XWEUaPHRGp5Zc/ef32H8DxfHOSJJNP76UOVQ3tkze1zvbJ/UQhVG+61IE0aXATcAjxB6e/96eNlgPA58GvhV+Ptjg9yPiIjsrxwdJUa9bmKtDc04k57U6zYS4q1oovaJdRR/blGfz5cjThVG7Z+uO1J7f9vhzEjqMiTNX9+GI82Nw+2MeXySuFo3hhJGmYePY/bJU6l9ej0Nb5YS9AbIOmIcwTY/2773PK1rKsk8fFyco5UDma8mlMDs3MfFEW567atqjktMg9W8opzWLbVdqj4r/7WMsdcfhyNJr8myV6ChDQBXVs8Je+Mw4f/vShjtryJKGFlra4HrjDHp1tqIX/GMMf8m1OC6wBizk1DS6VfAg8aYzwGlwCUDjlpERPZv7fmiYO8Jo8q7P2Lrd55l1sOXkX1cn3MsHPAq7liCDQQp/szCPrdrHyoRt4RRHxVGjvSuQ9KWHfF3/DWt5J46jeRx2ZgkJwUXHzTszbpleHjLGql7eTNps4pInZ6PMyN08dG8rAx3SUbHRXjB+XMoOH9vFV37cIj97YJcRg4btGBtxznYOWGUflAJjjQ3dc9vIu+06fEKcUDatu5h1Wl3Yf1BIJTon/jr09jy1Sepf2ULuadOi3OEkkj89aGEkbOP4YrOzGT1KNyPRZQwMsYcBdwGZADjjTHzgS9Ya7/U1+Ostb1VIZ04oChFRGRkiWBIWu2zGwBoWrpbCaM++BvaKL99KXlnziB1cl6f27ZX+ARahveNm21tH5LWR4VRupumD3dj/UFsIIi/phWAtq21NLyznUCTl8p7l3HQi58lZZKaFI80O375GlUPrOi47y5MJ+jxE2jw9DnM0l0U6j3krVTCSIZXw7vbWX/FwwTq2ros75wwcmWnkDo1H29Z43CHN2itW2qx/iCTfnsarrw0UqfnkzIpj23ffY66lzYrYSRdBOo9oWrgPirPnJlJNH2wE2vt3pYEst+IdEjaH4FTCQ0nw1q73BhzXMyiEhGREa3j7UIfQ9LaNoWGorRt2zOgfXt2N9D4zg7SZhWSOqOgx9nCRpLqh1YRaPAw+qtH9butcYZmIwu2Dm8/jUBr/0PSMo8YR/2rW1l99j1M+s1pAEz85SmUfG4RAG3b61h2+N+puPcjJvzohNgHLcPCWkvbphr2PL+RzMPHMuoLh9G6sYa20jqc6W5ceWl9Vs6589PAqMJIhl/Vv1ZgvQHGfPMYjNOADVVSpM8v6bKduzgDb/n+kzBqr0DNPHQsabP3VnRmHzeRupc366JfuvCWNeAuSOtzm8zDx1F57zLWX/4gU/92Dq6c1GGKTqIh0oQR1tod+7w4BKIfjoiIHBD6qTAKNHnxbK8HwLOzfkC73v7Tl6n53xog9Env6OuOpPiKhX1Wt+zP6l7eQsqkXDIWjIpoe2eae9gvriNpej32G8fgzk+j9Mcvs+4TDwJ0DEsCSBmfQ+5JU6l+eBXjf7hYFyz7uUmTQlWDZX9/n+0/fgmAUV88nLwzZgxoP8blwCS7Bj0LVXscIpGqf30r23/+Ks0flVH0qQWMu77vz9CTijNo/GAnQV9gv+jJFuylIjR78WT2PLuRts21pE7teQp1OTAEmrx4yxvxbK+n5tG15J3V9+v2pN+eTvL4HHb+5nW2fudZpt16/jBFKtEQ6ceuO8LD0qwxxm2M+RawNoZxiYjISNZ+rd9LhVFruLoIBl450PjuDtLnlzDlprNInVFA6Q9eZNlR/6DqgRX77Uw1vQl6/DS8VUr24skRPyb7uInUPrluWKd5jqTpNUDxpxcy8Rcn46sITXXu3KeJZs4pU/GVN9G2dWBVZ5J4srOzyc7Opuo/K0idVcjc564k9/TB9XhxuJ1Y3+A+x2yPQyQSgWYv6694GH9NKxN+dhITf35Kv4/JOXEKgbo29jy7cRgiHLqO1+u0rgn+3FOmYVwOdv3hLWwf1cEystmgZdmR/2D5Ubew7tIHcKQnUXLVoX0+xjgMY647ijHfOIaaR9fSuHTXMEUr0RBpwuga4FpgDLALWBC+LyIiMnDh6pDe3nK2rgtN45t19PgBJYy8FU14dzdScNFcCi+dx+z/Xc6shy/DnZ/G5q8+yUeH/JXmlRVDjT5hNL67g2CLj5wTIk8YFVw4l2CLj7pXt8Qwsq7ah8D1VWHUrvCSgzpuOzO7zviWFZ4Fq/G9HVGMTuKhvr6e+vp6/NUtZC4aQ8bBowddNWaSHINOGLXHIRIJ7+4Ggi0+xn33OEZ94bCIKldzTpmKMzOZ2qfWD0OEQ9dbhVHymCxGf/VIqh9exYrj/smWbz5Nw9ul8QhR4shb3oivoomiTy1g+j0XseDda8g6cnxEjx31hUNxZqdQ9td3YxylRFOkCaNUa+3l1tpia22RtfaTQP/v+kRERHpgHO1D0npOGbVsqMYkOck4dCz+2taO2Vr607wiNGNS5x4S2cdNYu5zn2HGvz+OcTlYf8VD+BvaetvFfqXi7g9xZiWTdfSEiB+Tffwk3EXplP7opRhG1tXeIWn9X1wZp4NRXzocAHde174IKdPyceWl0vj+zugHKcNq69atbN26FesPYoY4TMe4nFhfZK8RvcUhEglvuPrRXZIR8WMcbicFF82h5n+rafpod6xCi5q9FaHdL/XGfuc4Jv3udJJGZ1Hz2FrWnHc/2374AoFOM29aawm0+EZcRa+EtG2uBSD/3FnknTadpOLI/xacGckUf2YhtU+tV6XwfiTShg5bjTEPAZ+11raGlz0N9D1/r4iISE/aCwmCvQxJW19N6pS8UCNFC4FGD67c/pskNi8vAwPpc7s2HTUOQ+6JU3DfcSGrzribXb9/iwk/2f8n7GxZX032cRNxpif1v3GYI9lFwSUHUfbXd4eteWmwzY9Jdu5NFPZj/A0nUHDh3C4NVwGMMaTNKaZlTWUswpQ4CHoDGPfQGtObJCdBr1prSuz5wrPxJRVFfpEMUPyZQ6i480PaNteScfDoWIQWNcFWH5jQ39W+jMNQfMXBFF9xMIEWH9t/+jLlt3xA7dMbSJtVSPPycvw1LVh/EEeamxn3XKRZTkcYf20LsHeGyoEq+fwiMheNIXlCThSjkliK9D/0SuAN4C1jzJTwMnWbFBGRwenoYdTz6tb11aTOKOj4hDPQ6ut5w300rygnZWo+zoyeEygZC0eTc+IU9ry4aaARJyRfWSNJozIH/DhXTirYvbPhxFqw1dfjp9W9McaQflBxj+vSZhfRsrZqWHswSexYf2DIFUYOtxPrV8JIYs+/J/S5eSQfYHTmLkwHwLentZ8t4y/YEnq97u/DBGeam0m/OpVZj1yOuzAdz/Y6so+byKhrj2DcDxbjSHZRftuSYYpahkvHrKdpgxtslFSUEeqHFeEHSBJ/kVYYWWvt34wxy4EnjDHX03vrCRERkb619zDqYUhaoNmLZ3sdhZfNwxlOMgQjTBg1LSsju5/hWZmHjaXuhU34alu6DXnan7RuqCbQ5CWpZOAJo/aEWqDZO6DqpMEKtvmjNktd9rETKL/lfRrf20H2x/TJ9f7OegM4hlph5HZgVWEkw6D9PDMDfD1z5aSAAX/tfpAwavP3O0FBZ9lHT+CgZ6/strx1bSWNH2j48EjT/kGTcwAfAsn+LdL/0AbAWvsWcCLwHWBmrIISEZGRzfRRYdS6oRqAtE4VRsGW/qtJvBVN+MqbSJ/f9/TymYeOAaBpaeL3kujL9htfwZHqGtTMUu0Jo2CTN9ph9SjY6o+o4XUkso6egElyUvXQqqjsT+LHBi1Yht7DyD34HkYiAxEMN1d3DPCcNU4HzuyUjgqlRBb0BnAkDT3B7y7JxFvRpBnVRpiOpuhKGB0wIk0YndF+w1pbBiwGTotJRCIiMvKZ3ptet89ilnZQyd6EUQQVRj01vO5J+oLR4DQ0LYn8k08btLRuqkmYN75NH+5mz7MbGfO1o0mdmj/gx++tMBqmIWltvgF9Yt0XZ3oSBRfNpfrBldQ+vX/MOiTdTZ06lSnjQxViQ04YJTk7LuQHE8fUqVOHdHw5cFhPuMKoh/4+/XHnpkaUMPJWNLHrz2/TvLKC1o3VEU/6EC3WN/S+YgBJxRlYTyBhmxt7dtSz8w9v0ryqIvT/PaCkcyT2Joyi8z9dEl+frwbGmE+Gb15mjPlG+xfwVWBRzKMTEZGRqY8Ko+YV5TizU0gen40jLfSGJKKEUXvD615637RzprlJP6iExg92RRzu7r+8y/KjbmH3zYkxFeyOX7+OKz+VkqsG96+4fRha2d/f60iCeXbUU/WflbRtqY1anO2iOSQNYNJvTsOZnULNY2ujtk8ZXhkZGaQlh/rAGNfQLk4dbgd2kAmjjIwMMjIG17x1pFhx4u1s+uJj8Q5jvxD0BTAux6D6r7jyUiMakrb75nfY8fNXWXni7Sw/+laWH3MrbduGL+li/UGMa2hJXICUKXkAVN714ZD3FQs1j61l569eZ+UJt7P8qFtYcfxteHY3xDushBdsDU9i4Rx6UlH2D/39ptPD3zN7+RIRERkw09HDqPu65lUVpM8twhgzoKbXexteJ/e7beahY2j6cHfEMys1h6dC3vHLVzuGzMVLwzvbqX9lC6O/fGREP2tP2htlVz+8itIfvUjpDS+x7Mh/sPkrT7Bi8W20bozuzzjQptf9cSQ5yT15KvVvbAsNa+qBZ2c9bdvronZMia49e/ZQW10DDK5aozPjdg66h9GePXvYsycxKyCGS8vKCqr/uzreYewXrCcw6PPVFWGFUcuaSpw5KUy7/Xwm/f50fLUtbPz8I8NW4RqtCqOck0LzJJnkBK1ECT+fU24+m4m/PhXvrgY2XaPEaX+i/f9cEl+ff8HW2lvC338yPOGIiMgBoX1I2j4X+9YfpGVNJcWfXggwoKbXkTS8bpd17ETK/7mExne3RzTlb6DRQ8qkXHzVLWz7wQvM/M+l3WaQqfrPShreKqVtSy0mycm47x9PyuRcGt/eTtAXoOD8ORHF1hdrLdtvfBV3SQYlnz1k0PtJnV7A/He+QOkPX6T8lg/AQOHH51FwyVzWffwBKu9fzoQfnzjkeNsF2/wDnlWoP1nHTqD64VW0rK0ifU5Rt/UfLfwrAEdUfj+qx5XoKC0txV/fBgy9wsi4nRE3xu8pDoDc3NwhxbC/SpRhtvuyQUvTkl00LS8LTdUeTrQYlwPrD+Itb8SzdQ9ZR09gzDePIWNB373rohaXb2gJo0g+cAi2+smYP4r8s2cBof5HW772FA1vlZJ9zMRBHXsgQhVGQ08YGWMwKa6EHerVPoy14MI5oZ83EGTb91+g6cPdZCwcHfPjVz20ip2/fYPcU6Yy8caTY368aAm0+NTw+gDTZ8LIGHNTX+uttV+NbjgiInJA6Mi1dL1YaVlfjW3zkz4v1Idobw+jvptee3Y1hBpeR/gmL/u4SZgUF3ue2xhRwsjf6CF5Ui4lVy1i2/dfYOdv3mDst4/tGJZgA0G2fe85Ak1eMo8YR/PKClafcXeXfVi/pfDiuRHF15s9T2+g6YOdTPrd6UP+hC91Sj7T/nk+e17YRMa8ElImh4YP5Jw4hcr7lpF31kwyF40Z0jHaBeo9JI/Njsq+2uUsnoxxOdh2/bMUfPwgii5f0OMwkaDHjyNRP+E+wLVfSDqGWGHkSHLi0yxpg9I+4xGEkkf9TaU+XEp/9CLlt34AhCoiXQVpGIcJNTd3GtyF6aTPLWbPsxtZdcqd5J42jeTxOVTc8xGTf3/GkF9rexP0Bgbc8LqdKy8Vz/Z6Nl37OI40N4EGD0ljshjzlSO7JNSDbT7chXtn8Cy4YA6lN7xE9UOrhidh5AsOua9YO+N0JGxD+o6qRGfonC+8dB7bf/YKVQ+tHJaE0Z6n1+PZtofyWz+g+LOHUPfcRjIPHzcsxx4Kf10rzszYz64qiaO/d1BLhyUKERE5sHQ0ve66uPHd7QBkHj4W2NtUsb/qgcb3d4Qed9jYiA7vTHOT87FJ7HluIxNuPLnfi6RAg4eUCTkUf3YRTUt3s+v3b9L0wU6m/fN8XLmptKypItDkZerfzqHgornUvbqVdZf8GwgP/3I52PyVJ3CkODs+NR4ob0UTW779DGmzCim8bN6g9rEvZ3oSBefN7rJs/A0nsO7jD7D2wvs5+MMv485P6+XRkWlZU0nbllryL5jd/8YDkFSSycRfnMLW7zxL4/s7caS4e7xIrHl8XcwuHmWIAqEXgKH2S2mvOpGB69xTp/61beQc338CfThU3reM3NOmMeHGk0kZn9Prdv5GD+W3vE/5P5ew59mNAGy+9vGY/c1b7+ArjIo/dTCt66ppeKuUoDeAM82N5/G11L24iblPf7pjiHHQ4+8yjMuR4iLnxMnseWETNhCMee8YG+7TFA3GHarcSUTWH8QkOTv+/zszksn+2CT2PL+Jib84JebJUxuwuPJT8e9pY/O1T9C0dBdZR49n9iOf7P/BceKraqb+1a3knDgl3qHIMOrz1cBae3dfX8MVpIiIjDAdk6R1zRg1vFVK0rjsjguEjgqjln4SRu/txJHmJn1O3w2vO8s9dRqe7fW0rq3qd9tAgwdnZjLGYZjyt3OY/IczaHh3BytOvJ3y25dQ9rdQM+zMI8YBkHP8JOa/eTWHl3+Phcu/wvzXPk/azEJKf/QSwba+q6V6YoOWzV95gmCzl6m3njfoT7gjkToln2m3XUCw1U/dC5sGvZ+gN8CWbz/DisW3YVwOck+K/kxUxVcu5LAd38G4HB2z5LVLmxs6F+pf3xr140p0tFcYmaQhDklLcnbMXiUD07mnTqL8rdigJdjiI21ucZ/JIgBXZjJjv3Usi9Z/ndmPxf5COzTl/OBef1OnFzDroctYuOwrLFrzNQ5eci0z/30prRtqWHvxA/jrQr+LniYJyD1lGv7qFpo+3D3kn6E/QX8wKj2MILGTudYb6FZJlXvKNLw76mlZ0//7gqEKev0kj88h54TJNC0NTcLRW0++eLPWsuumd/ho0V8JtvjIPW16vEOSYRTRq4ExptAY8ztjzNPGmJfbv2IdnIiIjEymhwqjoDdA/RulZB+ztw9RJE2vrbXUvbiZrKPGD+hT0ZyTp4LTUPWflX1uZ63F3+jBmZXSEXvRJxcw+3+X4y5MZ9v3nqf6v6vJPmFyl2FXqdMLOoZIOTOSmfCzk/DuaqD8joEX75b9/T3qX93KhJ+eRNqMwgE/fqDS55eQNCqT6kfWUHH3h/iqmge8j52/fYPKuz+i5POLOPjDa2NWZu9IdpE2p4j6V7dQ+e/lHUlI6w8lEJoGMBueDC8bpQqjpOIMPLsbCHoGnow90PlqWjpuN32wM46R7NU+VGigMyumze7eyyzarNc/5CbtneUcP4npt19A84oytn3veaDnhFHOCaEhuGV/e4/mlRX4qgf+mryv1k013RLtEB6SFoVZ0iA8JC1BE0bBHpp755w8FQyU/eUdmldV4Ktt6eXRkWtZV0Xz6spuy204+TjhJyeSER7+HWjyDvl4sbD7z2+z48ZXyF48mflvXq2q3QNMpO+s7wfWApOAnwDbgA9iFJOIiIx07ZXenSqMGt4qJVDfRu7pez+5Mo5Q08y+ehi1rq3Cs71uwJ94JRVnkH/2TCrvW0agydPrdsFmH7bNjzuva9PmzMPGMvfZK5n3xlXMf+cLzLz/kj6Pl33sRLJPmMyuP73V8UlyJJqWlbHjF6+Sd+YMiq44OOLHDUV7Uqz+lS1s/fazlN7wErv/+i7NK7tfXPTEWkvlPR+Rd/ZMJv78FJJKYjuxaurMQlrXV7PluqdoWVURisEbukhp21IblYsria7p06czqTBUkTfUaoaMQ8dg2/y0rh/47H7Tp09n+vSR+Wn5usv+Q81ja/rcpn1IWs5JU2haXh7xzJGx1J74cyQNLGHkyk4h99RpHdWFsRDN/j7t8s6cweivHEn1f1dT/fAqbA8JI1dOKmO+cTS1T61n5Ym3s3T2n9n0lScI9FN925flR93CypPu6Lbc+qMzSxqE/rYTNWFke+hHlVScwahrj6D6v6tZecLtLJ31J7Z865lBVQa3W3HcP1m5+LZuy4NtfkySi9RpBcx9+tMUfXIB3t0NCdeI3l/Xyo5fvEbKlDym334BqdML4h2SDLNIXw3yrbW3Az5r7WvW2s8CJ8QwLhERGckc3SuMap9chyPNTc7xk7ts6kx199nDqOrhVeA05J46bcBhlHzhMAKNHir/vaLXbdqra9yF6d3WGWNIm1FI6pT8iPpKjP/BYgL1bey++d2I4msrrWPD5/6HuzCdyX84Y1gb0pZccxipM0JvDKsfXsX2n7zMxqsfjeixvvIm/HtayTpqfAwj3Ctt5t6qq9qn1gOhi57kCTkANC5RlVFPWtZXxa0qJy0tjVQTqiAcatNrd0Hob3MgidjOcaSlDa1PVyIKtvqoe2kzG696tNs6f0MbW69/lsr7l9G6uQYIDdG1bf6OhGs8tV+cm+SBnxehIVCxS3oFvQEcg4irP2O+fjSZR4xj07WPE2jy4kjpPqnB2G8dy7zXPs/0Oy5g1DWHUf3gSlafcXfH7zBarC8YtWHPiVxh1N7DaF/jf7iYg17+HNNuv4Dizx5C5T0fsfqce2krrYvu8fc5l9Lnl+CvaaVt656oHmeo2n/u8T9cHPP+WZKYIk3dt79TLzPGnAnsBvJiE5KIiIx44cRH+3j9YJuf2qfWk3Py1G6frDpSXb0mjIJtfqr/s5Lck6eRVJwx4DAyDxlDxqIxlP9zCSWfPaTHN0Pt1SmuHhJGA5U+t5j88+dQfvsSRn/1SFzZKT1uZ62l/rVtbLnuSQKtPmY9dFnUp6XvjyszmflvXI23oontN75C25Y9NH2wE191c8cFem88O+oBSJk0PFOVp83amzBqeCfUOD3oDZB99AS8uxto+mAXeeq50EXQG2DlyXdS8plDmPCTE4f9+NXV1TTVhy6Mhtpg15kZahYcaOi9UrCvOAAKCkbWp+adh5rtq+L2pVTc+WHHfeNyhIbiAI0f7Iz7LE0dFUYDHJIG4YqWGM7KZb3+qDWE7syR7GLWfy5l7cX/pvH9nRhnzx8OpM0qIm1WEXlnzST7+Els+uLjrDj+NkZ/6XDyzpmNuyANZ3oSjlRXx/+zoC+Ar7KZ1vVVNK+sINDs7XNadOuPYtPrGCfwhsJ6e/45jTGkzy0O/b8+eybZx05k81eeZMXH/snoLx9B3hkzcOWn4cxIwpHq7hh6HvQG8FU20bKuipaVFaHp59N7f56D+wxvzAoPx294YxupkxPnMtsTThgl99NPTEauSF+JbzTGZAPfBG4GsoCvxywqEREZ0cw+Q9JqHl+Lv7aV4k8u6Lato48Ko4q7Qv11Sq5eNOhYRl1zGBs//wi1T6/vcQaz1s21AINKSPV4vC8cSs3/VlPz+FqKP9V1iFmg2UvpDS9R+/R6/NUtJE/MZfa/Pk76nNj35uhNUnEGU28+m4Z3d7DmnHtpXNJ/8sXfGLpwb+/7FGudh6C0J6usL4AzM5n0eSU0JkhvlkQSbPFi2/xU/ns54757XEe/sOGyc+dOWqqrcMCQe8I4s0IJo/bzbqBxwAhMGFXvTRhtv/EVMg4ejWdnPa2baqi8+yOyT5jMuO99jOqHV5GxYDTJo7NIGpdN4wc7GfWFw+IYeaceRsmDSRg5Y5owCrT6e030D5Uj1U3xZw6h8f2dtG7sv2oo54QpzHvt85Te8BK7/vg2u/74dpf1JtmJI8lFYN+/C6fpmKGwJ6FhdyN/SFrQF9mMd3lnzCB9XgnbfvACO3/zBjt/80aX9SbZicPt7N5/qL/n2RPoco6nTM4jaWwWe57fRPGnFw7sh4mh9sb4PVVZy4Eholdia+2T4Zv1wOLYhSMiIgeGvUPSgh4/O3/7BqmzCsk6dmK3LUMJo+7DZrwVTez83RtkHz+J7GO6Py5SeWfMIHVmAaU3vETOCVNwpid1rKv+32pKv/88KZPzotZQNX3BKFKm5VP1wMqOhJG1lppH17D9xlfx7mog/9xZZC+eTMF5swf1KXssZCwYhSM9ifJbP8Cdm0rypFySijKoenAlnu11FF1xMElFoaRaoKENAFf4Qj7WkooyGPvd46i4Yyne3Y0EfYHQRU+Sk4xFY6m4+8MhzW40EgXDs4oF6tqoeXwdhR8/aNhjaK8wHGqD3fbzLFA/8ITRSNW5Uf3um9/pGP7rSHNjXA7Gfv1oMuaPImP+qI7tMg8dQ8Pb27HWDuvw131t/2loXp1BJ4xiOSSt2YtzdOx6suWdPZOClzdHnLRLKslk2i3nMfbbx9KythJfdQvBJi/BNn/oy+PHlZOCuyiDlMm5pM8fhSszmT0vbmL9Jx7scZ/WFxgxTa83fOa/pM8vYczXju62biBD75LHZjPjrotoWV9F6/pqfDV7n+dAqw/rDeDKTcVdlE7qlDzS55XgzEim6qFVbL728R73GRreuPccN8ZQcMEcdv/1XbyVTR3/T+Mt0Bz6wK6vaikZ2SJ6JTbGTAK+Akzs/Bhr7TmxCUtEREa0ThVGu//yLp7SOmb+59KO0u7OXNnJ3YZXBFt9bPzCowS9ASb+8pShheJyMOk3p7PmnHvZ8avXmfizkwi2+tj6veep+tdyMg4dy7R/nNtjbIM6njEUX3EwpT98kfLbPiB9wWhKf/QiTUt2kTa3mKl/OZusI4en989AOFJcjPvOsZTe8BKr37wXR5qb+W99gc1ffgKA6kfWMOfxT+HOT+sYGuQcpoQRwNhvHENScQZbvv403t2N4YseBxmHjKb8lvdpWVUR96E2iaRzE9eKuz+MS8KIQOhCcqjVDO1D0qofWc2oa+JbHRMN/rpWyv7xPnlnziD9oBIgdHFpfYHQBWp9G/4GD8ljsrp96h/0+Ak0eGhdF5oW/JB1X8Nf20qg2Yu7MJ3k0VnYQLDH4beZh46l5n9r8O5q6DLj43Db8+xGYAg9jGJZYdTsxdHpQ4VocyQ5mfrXgV9epU7NJ3VqfsTb55wwpdd1Ua0wcg0+YVT9yGqCzT4KLpqLI8WFtZZgc6iKx1/vIVDfhrWQNruwS4LTWou/thXjMNQ+tZ7ap9ZT/JlDulWG2R5mSetP2ozCAc1Umn/erF4TRtbTfca9wksOYvdN71D94CpGf/mIAcUWK+3P+XBXoUriiDR1/yhwO/AEEJVXYWPMNqARCAB+a+3gxxOIiMj+JfzmruaxtZTfvoT882eTs3hyj5umTi+g+qFVHZ96e3bWs/krT9D4znam/u1cUqdE/ia5N1lHjKP4yoWU3/I+yeOzaXx/J7WPr2X0145i3HeOi3rPiuLPHELDm6Vs+/4LQKjUe/Kfz6TwkoMSuqlkyTWHkXHYWGqfXE/ZX99lz7MbACj61AKqHlzJuk/8h9mPfHJvwihz+BJGAMnjQhe5np31BL2h4QaZh44FEqM3SyIJtoU+Nc44ZAxNS3bR+MHOjudquNhwwmioDXaN04EjPYmWtVXYoO2S3PU3tOFIdUetie9w2P7TV6i8bxm7/vAWqdPzceWm0ryyguA+M2KZJCeFlxxE0RUHE2j0UHHnUmqf2dAxDCZpTBbuvDTceV2bevf2GtP5byWeCaN2xjHw10LjdhD0xbLCyNelCnV/ZRyGMd86hl2/e7NbRVl7sj0qx3E5B5UwallbyaYvPAZA6Q0vkT6vGM+OBjzb67ptmza3mNFfOpz0+SXUPLEuNFS9vKnLNvWvbyP/7JldlllvIOoz3u3L4XYy6kuHU3HXh93W9dRAPXV6AVnHTmDXn96i4KI5Ec8wuvbSB/BXt3DQi5+NStydBZq8ocrEBH5vIrEVacKozVp7UwyOv9haO/A5UEVEZL/W/t60/LYlpC8czeQ/nNHrtpmHj6Pizg9ZeeIdOFJcNH24G5PkZMpfzqHgwjlRi2nCz06iZUM1pf8XSuKM/e5xjP3GMVHbf2eOJCfT77qQqn+vIOgNUHjJXJwZw5tcGQxjDJmHjMGVm0rZX9+l4d0dABReNp+ck6ay4dMP89HCv4Q+gXcaHGnD+4lk8rgcINykM2BxuJ0klWQmTG+WRGLDQ9JKPr+I0p31bPnm08y4++Jha1QOYMOJjWhUM0z8xclsue4pdv3+TTIOGU3T0t3UPL6Wtm17SJtZyJynPr3fDEnc8/xGck6cQs6Jk9nz/CaCHj+Fl84jaXQWjlQXruwUnJnJ1L+yhcoHVlB53zIAXLmpjLrqUJLHZ9NWWk/uaQObOTJtdhGONDdNH+yi4PzovbYOVqB54EMMjSvGPYyavTgz9v+EEextKm49AUynoc9BfzBqiRTjMj0mjIKtPvwNnl57A+55YTMAU285l/rXt9G6rpr0g4op+uR8jMuJKycFZ3Yy/tpWym79gE1f2lvFk714MjlfPoJAvQfPrgaq/rWcQFP3cynYyyxp0eZIdhJs83dLzIU+1Oh+KT7pt6ez4vjb2PzVJ5n2z/Mj6plV//KWqMbcWaDZi3OY/5dLYok0YfRnY8wNwPNAx1+ctbZ7ulRERKQf6fNLyDt3FllHjafo8gV9Xsjlnz8bX2UztU+tA2MY87WjKLp8QUc1SbQ4kl3MfvgT1L+xDVdeapfeHrFgnA6KemjyvT9of5Pfsjo0Bbe7II3MRWOYctNZ1Dy2lqA3QNFl84a9D0rSmCww0LYl1Ki8PRGRdfg46l7Z3K36ZCji3edlqGqfWgeAKy+VKTefzYbP/JdlR/2D7KMn4MhIwpHswl2UjiPZRcqUPDIPG0vqlHystVj/0KfdnjlzJtWrA+xkeVQuTvNOm07Fgg/Z+du9DWmzjpmAKzuFxvd3svN3bzDuex/r9jubOXPmvruKu0Cjh9TpBZR8/lBKPn9or9vlnT6dsdcfR/0rW3CkuslePHlIF3bG5SBz0Rjq39w26H30ZLB/K/3NxtiTUJPl2FQYBb0BrDcwIiqMABzhZEXQ4+/SKy/Y5o9a77zehqSV3vASFXd9yEEvfY70g4q7rQ80ecBpyD9vdr/Jy6JPHUzD26V4tteTefjYLlXH/j2toYRRDw3xrScwLMk/k+yCYOh1s/21zvqD2DY/jtTuz3Pq5Dwm/vQktl7/LB/Ov5nMw8eF+gcZQ1JxBs6sZFJnFpJ1+DiSRmXGtKIOQkPSYjkMUxJfpK8GBwGfAk5g75A0G74/WBZ43hhjgVustbd2XmmMuRq4GmD8+MTr5SAiIoPnykll+j/Pj2hbYwyjrjlsWHqTGJej16FxspczPQl3YTptm0KJGVdeKgCFl86j8NJ5cYvLkeQkaVRmp4RR6M15zslTqH54FTWPrqHggtDFh7+ulYZ3dpB93MQBXQD6qptZd9l/aNtWR/45Mxl7/XEJ05x0INpnVHKkusg6YjwL3vkC5bctoe7FzdjKJoJtAfzVzQQ9/o6KjZQpeaH+OU1eZj14GVlHjBv08VNSUkiyod9PNBJGrtxUDnr+M7Rt24O3vDE041D497LpS4+z+09vE6hvY+LPT+ky3CYlZXhm8otU8+pKgq3+iC9k3flpFFw0N2rHzzl5KqU/fJH6N7aRHZ6EwFvZRPNHZWQvnjygKq227XWsu/QB/HtaKbjoIMZ+65iIqiWcmcmkzSocVC83R1L0K4xaN9VQcefSjiG2jhHS/Le9R1SwzQ/hz18CLT5sm7/jNX3Ix3A5CXq83Za3bg7NArf67HuYfueF5CyeTKDJExpemuom2OTFmZEcUaLROEyvE184wn9HgcbuMQTbfLgL07otj7b2xtbW44fwa52/LjzzWC/Pc/GVC8lYNIaKO5fSvLICz446AOpf20qg2bt32Om4bPy1rTGJu+HtUho/2EXjkl0jJkkqgxNpwuhiYLK1tvtf2+AdY63dZYwpAl4wxqyz1r7evjKcQLoVYNGiRb3PSSgiIiLDLm12EfWvbcW4HMPeq6gvyeNzaN0QGu3eXmGUd+ZM0ua+y6ZrHmP3n98Gh8Gzs4FAfRtJY7KY9JvTyD15akT7r35kDc3Ly8k9bRpVD66k/rVtTPjxCeSePr3HHg/WH8T6AgnbMLT9YiapJJPxP1jM+B90nQzXBoK0baml7pUt1L+6FVd+GtX/WUnFHUuGlDCqrKykunkPQFR7hKVMzCVlYtdhdVP+cjbu4gzK/vouje/vZMJPTiT7uEkdcQAUFUVnFsShWrn4NoC4DXsqvHQe5bctYe3F/yZtViFYaCutI9jsJWVKHpP/eGbEv/fK+5bRtqmW3DOmU37bB9S/toUJPz6J7MWTek0EBFt9BBo9ZJ8wuMS9cTlC1RxRrCbc9ae3qX5wZWj/SU4yDx/8eZ9I2quIfJVNHVWj7VOou3KjlTDqucLIXZiOIz2J5PHZrPv4A+SdM5Pax9eRd+4spv/zfAJN0Rn653A7caS6eqwwCrb5h+V1ueN5rm7pGHq+93nuPWGVPreYyb/vPlw/6AvQsqaSxre307hkF8ZpqHl0bdTj3v6zV2hauhtgREwmIIMX6X/oVUBONA9srd0V/l4JPALoTBQREdlPZIYvGk2yK6GGZqVOL6B1Q+jTa3e4wsSR5GTuU1cw9tvHkjw+h+RxOeSeOo2pfzsHZ2YSG658uMswnKA3QOvmGppXlOPZUU/Q46dlXRWVD6yg4Y1SjNvB9LsvYvYjn8Rf18qGz/6P1Wfdg2dnfZdYqh9dw7Ij/s6KxbdjbYJ+9tXPRbVxOkidVsCoqw9j5r8+ztSbzybz8LH4qlv6fFx/du/eTWVrKGEU695CxmEY/6PFTLv9fDy7Glh7yQN4djd0xLF79+6YHn9QopTsGChXdgoHvfRZRl97BEljskgen0PB+bOZcvPZWF+AdZf9h+aV5R3bB9v8tG6opnlFOd6yRoJtfppXVlD5r+U0fbCTpNGZzLjrImbcdwlt20IVR+sueQBfdXOX45bfuZQP59/MjvCQwn2TfpHqGPIzgGE67T+Dv6Gtx/XNK8rIPW06C1d+lYXLvhzz4crDpT1JtP6TD1F++xJs0HZUq7hjnDAKtvhJmZjDnCevoOQLh7LnmdAECrWPrcVX1UzVAyvw7mqISgzOjOSeE0atvmFJGLX/H1p7yQNU3P1hxyxuMLjEnMPtJGP+KEZ98XCm334B0249n/wLZu+dfTZKvGWN5J4xnQXvf5HxPzkxujuX/UqkFUY5wDpjzAd07WE08HkfAWNMOuCw1jaGb58C/HQw+xIREZHhV3jZPGoeXxtxZc5wSZ9X0nE7ZUJOx21Hqpux3z622/Y5J09l9Vn3sP6TD5F76jSalu4OJX6CfSd4jDFkLhrDwmVfofbp9Wz77nMsO+oW0g8qIWN+CdYfpOKuD3FmJRNo8OCraIp4xptE58xOwVvWOPQdRbHpdX+MMeSfPYuUyfmsXHwbDa9vi+vwyf4EW339bxQjrqwUxv9wcbfl2R+byKrT7mLNhf8i+2OTaFq6K3RR38efSvL4HAByT5zCISu/SvXDqyj98Ut8dOjfSZ9XTMbBo/FVNVP90CoAyv7yLjCEhFG4Ws36ghBB4WPzygo2fO5/eLbtAQNjvnkM475zXJdt/HvacC9K67VB8/4qe/Fkxn73OCruWMq27z3Prj+/jb8ulDRz5UdnqJZxOTpmQ+ws2OrDkeLGlZnMxJ+dzLjrP0bVQyvZdv1zUe+h5cxMJtDUw5C01uj1aupL3pkzGPP1o6i4dxlbv/0su/74Fr7KUMLUlR+dxFzq1HywoYrQSGYzayutY+MXHqVtUw3uonSm3Xo+6XP39pKy/iDeiiYKZxYO+m9RRo5I/0puiPJxi4FHwp9IuoB/WWufjfIxREREJEaSR2cx/7Wr4h1GN/nnz6bi9iV4K5tInZbf7/au7BRmPXQZW7/9LHUvbSbz8HEUXDSHlEl5ONPdtG2rI9DsJWVSLu6CNNZd+p8uj3dmJFF4yUFkHjqW8n9+QPPqCirvX0aw1U/OyVMpuepQ1l3ybz6cdzOjrjmMCT89KVY/+sAYcGaldEmwRcqVnULruqohh9B+IRnrqa07a58FzlvePeFV98oW1n38ARau+Erck3vxTBj1Jqkkk9n/u5wt336G+le2kH3sRNIum0/KpFxMsou2zTVYf5CUyXkYl4ONn3+kyzToruwUSj63iKyjxlN+2xJa1lZRftsSrDdAwcVzSR6b1dFba7Cz9bXPelV+xxL8dW0YlwNHiotAgyfUsDormVHXHoErM5naZzaw6YuP4cpOYfIfzqDuta3s+t2buDKTKbnmMIwxoWqQulacEfRe2t8YYxj7jWMY8/Wj2fa956l9Yh05iyeTPDaLzMPGRucYyU6Crf5uy4NtPhxpey9DnRlJpE7OA8Czvb7b9kPhzEzqZUja8FQYGYdh3PeOZ+x3P8aWrz9N3UubyTl5KimTckk/aOCvvz1xpIR+jmCrj0Czr6MHlXE5ulUAt22vY/WZdxP0BCi4cA6V9y+n+sGVXRJG3somCFiSRo2MDzlkaPpNGBljnISaUkdtGglr7RZgfrT2JyIiIgLgykxm3mtXDWhmpqSSTGbce3FE2479zrE9XmSkTMpl4i9OAULTEHu215E6oxBfZVPHNmX/eH9QCaOyv7+HZ1cDE288ecCP7YkNWrBQ8vlFgxpO6MpOwV8/8CnPu8XRUWE0fAkjZ5o7VCFV0dRtXeW9HwFQ+8wGSj5zyID269/TyvpPPcSk355G2qzB90Ny5afir2ntc3a0eEqZnMfs/14e0baNV+8kbXb35yJtVlFHbxZ/owdfWSMp0/JpXlHekTAabA+dnMWTKQV23PhqaMa0oA1VsjlMR9Vg/RulJBWlU/vUetIXjmbG3ReRVJxB4aXz2OgPUnrDS/gbPIy7/jiCrX6sJ4Ard+QljNoZY5j0q1OZ9KtTo75vV1YKgcbuQ/2CrX7c+yTh2mc+bVkbSkYXXhadCkBnZvchadbaUIVRD7OUxYoxhil/OjMm+27/OT5a9LfQcLfw+Z46s4CMQ8aQfdxEso+bhKe0jk1ffpygJ8CcJz5F2sxC2rbuYc/zm7r8b/LuDiXUk8ZkxSReaOBg7QAAEmZJREFU2b/0+1dirQ0YY9YbY8Zba7cPR1AiIiIiQxGrvkpjv9V9WNu+nOlJHUkD9z7DWJbM/hMZ80dhXA6C3gBjv3UMmYf2/Wl+6Q0vATDhZydF9HPZoKVldQWpU/O7JLf2PL+Rts21HUPABjsTkjM7hUBDW8SNaYOeUI+YtFlFXRtcB4LgMFFrThyppJIMfOXdE0btU0dvu/45qh9ahbsgnWCrj7RZhYz7weI+ey1VP7qGxvd3sutPbzPtlvP6jcFaS8UdSyn7x/v4a1pCvbXG5+CvaaX4yoW4Cwc+pXyiiSTB6cpMxhVump8+r4S8c2aSPHrwF6mpU/OZfueFBJq8FFw8F0xoeJpxOwg0eqh9aj1brnsKk+JizDeOZsx1R3X8jRiXg2m3X8CWbzzNrt+/iXdXAymTQ5VOkczuJt05s1MI1Hu6JfADrT6S9xkO1p6caF0fShiVXB2d9rbOjOQulW4Ati1U9dRembO/az+HnZnJjPnmMfgqmzFOQ8U9H1F1/3Kq7l/esa1JcTHrwUtJm1kIQM5JUyj9wYt4dtR3JO28u0JVXkmjlDCSyIek5QKrjTHvAx1d6gbbw0hERETkQLBvgsdf3YKvuhnrC+KtbGLNBfeTNqsIV1YyzuwUXNkpOHNSSJ9bTNbRE7Devc17lx91CxmLxpA8JgsbtLhzUym8bB6unFSsP0igyYMrJ5Wt336GynuX4cpLJWVKPs40N9nHT2L7T17uEkvqtIJB/Uw5J05h1+/f5IMpv6Pwsvm4i9IxDkNSSSaFl87DkeIi6PET9AZwpiex9uMP0Pj2dtzFGaRMzGH6nRcyZ84ctj9WRXXS8H8WmVScgTecMJozZw6BJi+7/vQWtU+s27uRJTSVddBS9tpWap5aT/LozNDvKCsFZ3YySaOyyDpyHOnzSmhZWQFAzSNr8Ne0kHZQCQQtnu11ONLcpEzOI21OEc6MJKwvSPXDq6h+aBUZh44lZ/FkPLsbaNtaS+qMAoqvXDjsz0kiMMYw/bYLhryfvDNndN1vONHnykqh6LL5ZB42Fkequ8fElHEYJv/+dJzpbiruXYZtC1WhZB0zYchxHYhc2SlYf5Bgs69LcrmnhtOOZBfu4oyOCqNozRTozEwi0NS1wigQHvLpTBu+CqNYyj52IsWfO4Sx3zimS7J5zDePwfqC7Hl6Pb49rbgL08k4eHSX/n7Zx0wEYNef3mLCT06k7uUt7Pj165gUF8njs4f5J5FEFOlfyQ9jGoWIiIjICDXmG0ez6w9vATDxFyd3DDfy1bSw41ev4d3ZgL++DW95I/56D/49rV0SRQBpswpxF6az55kNBBr2Xvzsuult8s+bTcObpbRurCHv7JnUPraW3NOm40hz4atqoWVNJfWvbQVg2u3n46tsZvvPXiFj/uD6Z2QuGsP0Oy6g+tE11DyyukuPkt1/eYfc02dQ89gaAg0esj82ica3t1P4ifl4yxupf3kLje/uIO+smTj94HDFvuH1vtwlmbS+XQqAM2hYufgOvLsbyT5+EvWvhp6nuc98umP7msfXUv2/1QQaPHjLGmldF5pRK1DXfahN7hnT8Wyvp+xv72KSnCQVZ2IDwY6mzh2chjHfOoax3z42oWYZPBCkTum7t5lxOpj481MY9/3j8ZY14spOGREVX/HgzA5Vj7VurCbj4NEEvQEa3t6Od2cDrqzuXclTpxfgCw8XjV7CKBnP9noCTR6cGcn469uofnhVeN3IqBxLHpfNpF92H1LocDvB7aTgorm9PjZ1VmGol9G9y6i8dxkQqvaafueFHdV/cmCLKGFkrX3NGFMMtA+oft9aWxm7sERERERGhnHf/RjjvvsxGt7dQebhe4efufPTmPzb07ttb/1BmldV0PjuDgLNXtJmFJB31t5WkjZoQ32Stu6h9CcvU3nfMqw3gLswndrH1pI+v4Rpt57XMQNQ2T8/oPT/XgAg6+gJuPPSKPncoiH9THlnzSTvrJlYayFoCbT4aFqyix2/eo3y2z7AGIMzJ4U9z2wg76wZTP7jGQRbfHww6Xe0bKjGW15OdVs9jrThHxKSVJKBr6IJG7TsXLuVam8Dk86fw7RbzgtNDe/p2qQ3/5xZ5J8zq9t+fNXNNLyzndYNNRi3g8KLD+poErvvEBxvZRPe3Y2hRsxuB8mjMkkJN/mVxORMTwrNPiWD1t48ftWpdzHniU+x8w9vUf/KFiBUqbiv7GMn0PDGNkySE2eUkhXtyb6VJ93J9DsuYP0VD+PZXodxOcg+bmJUjrE/M8Yw5W/nUPjJBTS8sQ1nZjIlVx8aSjaJEGHCyBhzCfBb4FXAADcbY75trX04hrGJiIiIjBhZR4yLaDvjcpCxYBQZC0b1vN5hQr1f5pUw+7+fwN/oIVDXRtLYLFpWhXsXdeoPUvzphfj3tJI+txh3XnSmy+6IxRhwhuLJWTyZnMWT8dW0YP1BXLmptK6rIm1OUSiBlJ5E8vhsWjdU01yeQY2vnuI4fIKdNCoT6wviq2qmfHcZjQWWvLNmdKyLlLsgnfyzuyeSoPtQxKSiDJKKRta07CL9yTlhMtPvvJBt//c8q8++F4AxXz+K3FOnk35w99e3kqsPI9jqI+OwcX32DBuIUdcchjs/jdIbXmTF8beB0zD5T2eScchozQIWZowh++gJZB+toZfSXaRD0v4POLS9qsgYUwi8CChhJCIiIhJHXRoH9zBNsyPJybjvHDds8bjz9yal0ud1jSd1egGt66uBiQTb/FGrIhiI5ImhRsae0rqO4XTODA29EIk243SQd+YMMhaOpuaJtbgL08k/b3avwzCdaW7Gfe/4qMbgTE+i+MqFZB42lrqXNpO+cLQSIyIDEGnCyLHPELQaYPgHnYuIiIjIfit1egH1b2wjKWjDCaPhr7ppb/jaurmGIOGEkXp1iMRM0qhMRkVp1rPBSptdRNrsorjGILI/ijRh9Kwx5jng3+H7Hweejk1IIiIiIjISpc4owHoC+KqbQwmjOFT2pEzOw5mTQuO7OwjOD33+6cyMToNdERGRkSTSptffNsZcCBwdXnSrtfaR2IUlIiIiIiNNxvxQ35K2LbUEW30484c/UWMcoX4d9W9sIzAt1FdKQ9JERES6i7TCCGvtf4H/xjAWERERERnBUmcVkjw+h+CPV1IIpJ0SnyEiOSdNofap9bhvXMX4/HRNmy4iItKDPhNGxpitgO1ltbXWdp8PUURERESkB8YYJv/+dHb+4U2SR2dR8rlFcYmj4II5NC7ZRev6asZ++9iozcgkIiIykvRXYbTvf3EHcAnwLeCjmEQkIiIiIiNW9scm0TQ1NBTNkRJxsXtUOVLdTPnjmezatYtmICcuUYiIiCS2Pmc6s9bWWGtrgD3AWcArwJHAmdbaC4chPhEREREZYaqqqqiqqop3GAkTh4iISCLqb0iaG/gs8HXgTeA8a+2m4QhMRERERERERETio7864K2AH/gTsB2YZ4yZ177SWvu/2IUmIiIiIiIiIiLx0F/C6EVCTa/nh786s4ASRiIiIiIiIiIiI0yfCSNr7ZXDFIeIiIiIiIiIiCQIY60d2AOMedJae1aM4untmFVA6XAeM4YKgOp4ByHSB52jkuh0jkqi0zkq+wOdp5LodI5Kohsp5+gEa21hTysGM5fpmCEGM2C9Bb8/MsYssdYuinccIr3ROSqJTueoJDqdo7I/0HkqiU7nqCS6A+EcdQziMR9FPQoREREREREREUkYfSaMjDGn7rvMWvvZ8LqLYxWUiIiIiIiIiIjET38VRk8bY14xxvQ0DO17sQjoAHBrvAMQ6YfOUUl0Okcl0ekclf2BzlNJdDpHJdGN+HO0z6bXxpiPgL8BPwK+bq19uPM6a+3BsQ9RRERERERERESGU38VRtZa+0/gROB6Y8ydxpi09nWxDU1EREREREREROIhoqbX1toNwJFABfCRMebwmEYlIiIiIiIiIiJx01/CyLTfsNb6rbXfBb4A/BuYFsvARiJjzGnGmPXGmE3GmO/GOx45cBljthljVhpjlhljloSX5RljXjDGbAx/zw0vN8aYm8Ln7QpjzML4Ri8jkTHmDmNMpTFmVadlAz4njTGfDm+/0Rjz6Xj8LDIy9XKO/tgYsyv8WrrMGHNGp3XfC5+j6ztPIqL3AhIrxphx4d6ja4wxq40x14WX67VUEkIf56heSyUhGGNSjDHvG2OWh8/Rn4SXTzLGvBc+3/5jjEkKL08O398UXj+x0756PHf3N/0ljH6y7wJr7avAIcDPYxHQSGWMcQJ/BU4HZgOXGWNmxzcqOcAtttYusNYuCt//LvCStXYa8FL4PoTO2Wnhr6uBvw97pHIguAs4bZ9lAzonjTF5wA3A4cBhwA3tF0YiUXAX3c9RgD+GX0sXWGufBgj/f78UmBN+zN+MMU69F5AY8wPftNbOBo4Arg2fX3otlUTR2zkKei2VxOABTrDWzgcWAKcZY44Afk3oHJ0K7AE+F97+c8Ce8PI/hrfr9dwdzh8kWvpMGFlrH+1l+R5r7a9iEtHIdRiwyVq7xVrrBR4Azo1zTCKdnQvcHb59N3Bep+X32JB3gRxjzKg4xCcjmLX2daB2n8UDPSdPBV6w1tZaa/cAL9DzBb7IgPVyjvbmXOABa63HWrsV2ETofYDeC0jMWGvLrLUfhm83AmuBMei1VBJEH+dob/RaKsMq/HrYFL7rDn9Z4ASgfQKwfV9H219fHwZONMYYej939zsR9TCSqBgD7Oh0fyd9v0CKxJIFnjfGLDXGXB1eVmytLQvfLgeKw7d17kq8DPSc1Lkq8fDl8HCeOzpVYegclbgKD4s4GHgPvZZKAtrnHAW9lkqCCFexLQMqCSXMNwN11lp/eJPO51vHuRheXw/kM4LOUSWMRA5Mx1hrFxIq5b3WGHNc55XWWotmQpQEonNSEtTfgSmEytbLgN/HNRoRwBiTAfwX+Jq1tqHzOr2WSiLo4RzVa6kkDGttwFq7ABhLqCpoZnwjii8ljIbPLmBcp/tjw8tEhp21dlf4eyXwCKEXw4r2oWbh75XhzXXuSrwM9JzUuSrDylpbEX5jGQT+yd5yc52jEhfGGDehC/H7rbX/Cy/Wa6kkjJ7OUb2WSiKy1tYBrxCaLT7HGOMKr+p8vnWci+H12UANI+gcVcJo+HwATAt3WE8i1ATr8TjHJAcgY0y6MSaz/TZwCrCK0PnYPhPKp4HHwrcfB64Iz6ZyBFDfqbRdJJYGek4+B5xijMkNl7OfEl4mEhP79HM7n9BrKYTO0UvDs6dMItRU+H30XkBiKNw343ZgrbX2D51W6bVUEkJv56heSyVRGGMKjTE54dupwMmEem29AlwU3mzf19H219eLgJfDlZy9nbv7HVf/m0g0WGv9xpgvE/qH6wTusNaujnNYcmAqBh4J/c/GBfzLWvusMeYD4EFjzOeAUuCS8PZPA2cQatbWAnxm+EOWkc4Y82/geKDAGLOT0Aw9v2IA56S1ttYY8zNCbyQBfmqtjbRJsUifejlHjzfGLCA0xGcb8AUAa+1qY8yDwBpCswJda60NhPej9wISK0cDnwJWhvtvAHwfvZZK4ujtHL1Mr6WSIEYBd4dnNHMAD1prnzTGrAEeMMbcCHxEKPFJ+Pu9xphNhCbGuBT6Pnf3NyaUABMREREREREREQnRkDQREREREREREelCCSMREREREREREelCCSMREREREREREelCCSMREREREREREelCCSMREREREREREelCCSMRERGRPhhj8o0xy8Jf5caYXeHbTcaYv8U7PhEREZFYMNbaeMcgIiIisl8wxvwYaLLW/i7esYiIiIjEkiqMRERERAbBGHO8MebJ8O0fG2PuNsa8YYwpNcZcYIz5jTFmpTHmWWOMO7zdIcaY14wxS40xzxljRsX3pxARERHpmRJGIiIiItExBTgBOAe4D3jFWnsQ0AqcGU4a3QxcZK09BLgD+Hm8ghURERHpiyveAYiIiIiMEM9Ya33GmJWAE3g2vHwlMBGYAcwFXjDGEN6mLA5xioiIiPRLCSMRERGR6PAAWGuDxhif3dsoMkjoPZcBVltrj4xXgCIiIiKR0pA0ERERkeGxHig0xhwJYIxxG2PmxDkmERERkR4pYSQiIiIyDKy1XuAi4NfGmOXAMuCouAYlIiIi0guzt1paREREREREREREFUYiIiIiIiIiIrIPJYxERERERERERKQLJYxERERERERERKQLJYxERERERERERKQLJYxERERERERERKQLJYxERERERERERKQLJYxERERERERERKSL/weCxfmlUeuiNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Electric Potential Data Motif Discovery With Corrected Matrix Profile', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Electric Potential'], color='darkgoldenrod', label='Electric Potential')\n",
    "axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
    "axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
    "axis[0].legend()\n",
    "axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].set_title('Electric Potential')\n",
    "\n",
    "axis[1].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
    "axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[1].set_title('Corrected Matrix Profile')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1974ce24-c430-433b-a63e-aefd9e1d5e1f",
   "metadata": {},
   "source": [
    "Once again, the motifs have moved away from the undesirable region, onto a more desirable region."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95b20f5d-8673-40c6-a026-76d7aeeba97e",
   "metadata": {},
   "source": [
    "## Simplicity Bias\n",
    "\n",
    "Simplicity Bias is the tendency of the motif search process to pick out regions where there isn't much activity. Sometimes our time series may include mostly regions of inactivity, with a few chunks of useful data. In such cases, we want to penalize motifs around areas that are \"simple\".\n",
    "\n",
    "Consider the [Finger Flexion Dataset](https://drive.google.com/file/d/0B1ZwONZKxJgTZlVYRHRRN2E5aU0/view?usp=sharing&resourcekey=0-uJHqC_VGgfi59qB8zhP7Fw). We start by downloading and visualizing this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "02f818a1-92d7-4ba7-ace6-9d19fcc5a9d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>Finger Flexion</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Finger Flexion\n",
       "0           0       -0.418429\n",
       "1           1       -0.410371\n",
       "2           2       -0.410371\n",
       "3           3       -0.410371\n",
       "4           4       -0.410371"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://zenodo.org/record/5067801/files/finger_flexion.csv?download=1')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9ac7cdfb-6957-4f7c-bee6-0c258f7274a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df['Finger Flexion'], color='mediumspringgreen', label='Finger Flexion')\n",
    "plt.xlabel('Time')\n",
    "plt.title('Finger Flexion')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c664ac6-4805-4a28-bd2c-ff51ae1bd944",
   "metadata": {},
   "source": [
    "As we can see, this majority of this time series is not very active, with a few regions of spikes. It's almost completely obvious that a motif search will result in the \"simple\" areas. We can confirm that by computing the matrix profile and locating the motifs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "abbe617b-cf5e-442e-8ba3-fbd34d85528e",
   "metadata": {},
   "outputs": [],
   "source": [
    "m = 3500\n",
    "matrix_profile = stump(df['Finger Flexion'], m)\n",
    "motif, neighbor = get_motif_data(df['Finger Flexion'], matrix_profile, m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ade2f376-e599-4f2f-ae58-e4eb226b966b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Finger Flexion Motif Discovery With Matrix Profile', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Finger Flexion'], color='mediumspringgreen', label='Finger Flexion')\n",
    "axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
    "axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
    "axis[0].legend()\n",
    "axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].set_title('Finger Flexion')\n",
    "\n",
    "axis[1].plot(matrix_profile[:, 0], color='darkorange', label='Matrix Profile')\n",
    "axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[1].set_title('Matrix Profile')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbe602a7-246a-49a7-9055-397bc0bf949d",
   "metadata": {},
   "source": [
    "As we expected, most of the nearest neighbor subsequences consist of a flat, simple region. In order to favor regions of more activity, we must penalize regions that are \"simple\" and reward regions that are \"complex\". In order to do that, we need to define \"complexity\".\n",
    "\n",
    "There are many ways to define a complex time series subsequence. For the purposes of this tutorial, we can use the complexity estimate formula specified in [A Complexity-Invariant Distance Measure for Time Series](https://link.springer.com/article/10.1007/s10618-013-0312-3) paper:\n",
    "\n",
    "$$\n",
    "\\begin{align*}\n",
    "CE(Q) &= \\sqrt{\\sum\\limits^{n - 1}_{i = 1}(q_i - q_{i + 1})^2}\n",
    "\\end{align*}\n",
    "$$\n",
    "\n",
    "We can use this definition of a complexity vector to construct an annotation vector that will reward motifs in complex regions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "843c43a4-8282-460f-9ddb-a2ffafc17da3",
   "metadata": {},
   "outputs": [],
   "source": [
    "complexity_vector = np.zeros(len(df['Finger Flexion']) - m + 1)\n",
    "\n",
    "for i in range(len(df['Finger Flexion']) - m + 1):\n",
    "    CE = np.diff(df['Finger Flexion'][i:i + m])\n",
    "    CE = np.power(CE, 2)\n",
    "    CE = np.sum(CE)\n",
    "    CE = np.sqrt(CE)\n",
    "    complexity_vector[i] = CE\n",
    "\n",
    "annotation_vector = complexity_vector\n",
    "annotation_vector = annotation_vector - np.amin(annotation_vector)\n",
    "annotation_vector = annotation_vector / np.amax(annotation_vector)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1a17d190-4bb4-4463-a825-b8de8f8aba4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(3, sharex=True)\n",
    "plt.suptitle('Finger Flexion Complexity Vector', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Finger Flexion'], color='mediumspringgreen', label='Finger Flexion')\n",
    "axis[0].set_title('Finger Flexion')\n",
    "\n",
    "axis[1].plot(complexity_vector, color='seagreen', label='Matrix Profile')\n",
    "axis[1].set_ylabel('Complexity')\n",
    "axis[1].set_title('Complexity Vector')\n",
    "\n",
    "axis[2].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
    "axis[2].set_xlabel('Time')\n",
    "axis[2].set_title('Annotation Vector')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c52338ee-be2b-4ff5-be24-90d920fcecc1",
   "metadata": {},
   "source": [
    "As we can see, the generated annotation vector is higher around regions that are complex, and lower around regions that are simple. We use this to obtain the corrected matrix profile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "42b43f01-e94d-4826-869f-ce638c462da1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrected_matrix_profile = get_corrected_matrix_profile(matrix_profile, annotation_vector)\n",
    "motif, neighbor = get_motif_data(df['Finger Flexion'], corrected_matrix_profile, m)\n",
    "\n",
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Matrix Profile Correction Using Annotation Vector', fontsize='15')\n",
    "\n",
    "axis[0].plot(matrix_profile[:, 0], color='darkorange', linewidth=5, alpha=0.3, label='Matrix Profile')\n",
    "axis[0].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Corrected Matrix Profile')\n",
    "axis[0].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[0].set_title('Corrected & Original Matrix Profile')\n",
    "axis[0].legend(loc ='upper left')\n",
    "\n",
    "axis[1].plot(annotation_vector, color='slateblue', label='Annotation Vector')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_title('Annotation Vector')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b068f247-5786-4c7e-9130-d6fede24bb7d",
   "metadata": {},
   "source": [
    "This provides us with a corrected matrix profile that penalizes simplicity. We use this to search for the best motif."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "681a16d4-2429-4bb1-bf38-e693b1f6a45e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axis = plt.subplots(2, sharex=True)\n",
    "plt.suptitle('Finger Flexion Motif Discovery With Corrected Matrix Profile', fontsize='15')\n",
    "\n",
    "axis[0].plot(df['Finger Flexion'], color='mediumspringgreen', label='Finger Flexion')\n",
    "axis[0].plot(motif[1], motif[2], color='red', linewidth=6, alpha=0.5, label='Motif')\n",
    "axis[0].plot(neighbor[1], neighbor[2], color='mediumblue', linewidth=6, alpha=0.5, label='Nearest Neighbour')\n",
    "axis[0].legend()\n",
    "axis[0].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[0].set_title('Finger Flexion')\n",
    "\n",
    "axis[1].plot(corrected_matrix_profile[:, 0], color='mediumvioletred', label='Matrix Profile')\n",
    "axis[1].axvline(x=motif[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].axvline(x=neighbor[0], color='grey', alpha=0.5, linestyle='--')\n",
    "axis[1].set_xlabel('Time')\n",
    "axis[1].set_ylabel('Z-Normalized Euclidean Distance')\n",
    "axis[1].set_title('Corrected Matrix Profile')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1ce954a-c17f-4586-ae00-cbb89c0630a3",
   "metadata": {},
   "source": [
    "The nearest neighbor subsequences are now near regions of more activity."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4375852e-3480-4512-948f-aedd2ed8c2af",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "And that's it! You've now learnt the advanced usages of guided motif search and annotation vectors, and the use of annotation vectors in solving complex cases of time series motif search biases."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32a8e960-f6b6-4b76-93cc-3c379380da48",
   "metadata": {},
   "source": [
    "## Resources\n",
    "\n",
    "[Matrix Profile I](https://www.cs.ucr.edu/~eamonn/PID4481997_extend_Matrix%20Profile_I.pdf)\n",
    "\n",
    "[STUMPY Basics](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html)\n",
    "\n",
    "[Matrix Profile V](https://www.cs.ucr.edu/~eamonn/guided-motif-KDD17-new-format-10-pages-v005.pdf)\n",
    "\n",
    "[Annotation Vectors](https://stumpy.readthedocs.io/en/latest/Tutorial_Annotation_Vectors.html)\n",
    "\n",
    "[A Complexity-Invariant Distance Measure for Time Series](https://link.springer.com/article/10.1007/s10618-013-0312-3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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